kmeans analysis@cosine
TRANSCRIPT
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7/30/2019 Kmeans Analysis@Cosine
1/99
Green(FA)
---------------aa=[44.4011784636.6518724523.6184814521.1476078131.0032527334.4522995931.217579858.3837139721.7745759121.2669855613.5705053623.6325691216.0877551429.1859769923.9796302321.5052226323.5542847813.4329344618.7959901418.60548463]
[r c]=size(aa);for i=1:10opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end
--------------------------------------------------------------------------------
------------------------------------------------------------------------------------
Results:
aa =
44.401236.651923.618521.147631.003334.4523
31.21768.3837
21.774621.267013.570523.632616.087829.186023.979621.5052
-
7/30/2019 Kmeans Analysis@Cosine
2/99
23.554313.432918.796018.6055
2 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
11111111111
111111111
ctrs =
1
sumd =
0
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
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7/30/2019 Kmeans Analysis@Cosine
3/99
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
211111111111
11111111
ctrs =
1
1
sumd =
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444
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7/30/2019 Kmeans Analysis@Cosine
4/99
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23111111111
111111111
ctrs =
111
sumd =
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
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7/30/2019 Kmeans Analysis@Cosine
5/99
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23411111
111111111111
ctrs =
1111
sumd =
00
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444
-
7/30/2019 Kmeans Analysis@Cosine
6/99
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234
5111111111111
1111
ctrs =
11111
sumd =
00000
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7/99
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234561111
11111111111
ctrs =
111111
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7/30/2019 Kmeans Analysis@Cosine
8/99
sumd =
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345671111111
1111111
ctrs =
-
7/30/2019 Kmeans Analysis@Cosine
9/99
1111111
sumd =
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23
4567811111
-
7/30/2019 Kmeans Analysis@Cosine
10/99
11111111
ctrs =
11111111
sumd =
00000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
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7/30/2019 Kmeans Analysis@Cosine
11/99
23456789111111111111
ctrs =
111111111
sumd =
000000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
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12/99
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23456789
1011111111111
ctrs =
1111111111
sumd =
000000
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7/30/2019 Kmeans Analysis@Cosine
13/99
0000
result =
0
................................................................................
................................................................................Green(
PCA)---------
-------aa=[52.9116327847.3805424638.071167236.6628587749.4852049246.8947596753.0036769833.75061285
38.5100897938.5535377937.7336000850.6684167841.5172822453.9534016949.2481438350.9596420955.1702932947.4425872649.9012001554.7834738][r c]=size(aa);
for i=1:10opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end
----------------------------------------------------------------------------------------------------------------------------------------------------------------
-
Results:
aa =
52.911647.380538.071236.6629
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7/30/2019 Kmeans Analysis@Cosine
14/99
49.485246.894853.003733.750638.510138.553537.733650.668441.517353.953449.248150.959655.170347.442649.901254.7835
2 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
111111111111
11111111
ctrs =
1
sumd =
0
result =
0
-
7/30/2019 Kmeans Analysis@Cosine
15/99
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2111111111111
1111111
ctrs =
11
sumd =
00
result =
-
7/30/2019 Kmeans Analysis@Cosine
16/99
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
231111111111
11111111
ctrs =
1
11
sumd =
000
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7/30/2019 Kmeans Analysis@Cosine
17/99
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234111111
11111111111
ctrs =
1111
sumd =
-
7/30/2019 Kmeans Analysis@Cosine
18/99
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345
1111111111111
111
ctrs =
111
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7/30/2019 Kmeans Analysis@Cosine
19/99
11
sumd =
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345611111
1111111111
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20/99
ctrs =
111111
sumd =
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2
3456711111
-
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21/99
111111111
ctrs =
1111111
sumd =
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
-
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22/99
23456781111111111111
ctrs =
11111111
sumd =
0
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444
-
7/30/2019 Kmeans Analysis@Cosine
23/99
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23456789111
111111111
ctrs =
111111111
sumd =
000000000
-
7/30/2019 Kmeans Analysis@Cosine
24/99
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345678910
11111111111
ctrs =
11111111
-
7/30/2019 Kmeans Analysis@Cosine
25/99
11
sumd =
0000000000
result =
0......................................................................................................................................................................
Low(FA)------------
--aa=[27.1554273825.159817019.519631129.8667384522.4480612813.867879217.7288407924.438865432.95080236
26.3054193626.8612040124.7105321526.5826099616.5693216216.1126957][r c]=size(aa);for i=1:10
opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end
----------------------------------------------------------------------------------------------------------------------------------------------------------------
Results:
-
7/30/2019 Kmeans Analysis@Cosine
26/99
aa =
27.155425.15989.51969.8667
22.448113.867917.728824.438932.950826.305426.861224.710526.582616.569316.1127
2 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
1111111111
11111
ctrs =
1
sumd =
0
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444
-
7/30/2019 Kmeans Analysis@Cosine
27/99
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
211
111111111111
ctrs =
11
sumd =
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444
-
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28/99
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2311111
11111111
ctrs =
1
11
sumd =
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
-
7/30/2019 Kmeans Analysis@Cosine
29/99
Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234111111
111111
ctrs =
111
1
sumd =
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
-
7/30/2019 Kmeans Analysis@Cosine
30/99
Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234511111
111111
ctrs =
111
11
sumd =
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444
-
7/30/2019 Kmeans Analysis@Cosine
31/99
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345611
11111111
ctrs =
1
11111
sumd =
0000
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444
-
7/30/2019 Kmeans Analysis@Cosine
32/99
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234
567111111111
ctrs =
1111111
sumd =
0000000
-
7/30/2019 Kmeans Analysis@Cosine
33/99
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345678111
11111
ctrs =
1111
1111
sumd =
00
-
7/30/2019 Kmeans Analysis@Cosine
34/99
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23
4567891111111
ctrs =
111111
-
7/30/2019 Kmeans Analysis@Cosine
35/99
111
sumd =
000000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23456
78910111111
-
7/30/2019 Kmeans Analysis@Cosine
36/99
ctrs =
1111111111
sumd =
000000
0000
result =
0....................................................................................................................................................................
Low(PCA)--
-------------aa=[-4.314183546-1.70233180615.9666583221.278575237.64709581520.944098118.6392756915.2196788211.32996605
14.4739283121.3944115624.7242036228.8301941632.8469427433.1610163][r c]=size(aa);for i=1:10
opts = statset('Display','final');s=0;
-
7/30/2019 Kmeans Analysis@Cosine
37/99
[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform','Replicates',5, 'EmptyAction', 'singleton','Options',opts)
for j=1:is=s+sumd(j,1);
endresult=s/r
end
-------------------------------------------------------------------------------------------------------------------------------------------------------------------
Results:
aa =
-4.3142-1.702315.966721.27867.6471
20.944118.639315.2197
11.330014.473921.394424.724228.830232.846933.1610
2 iterations, total sum of distances = 42 iterations, total sum of distances = 42 iterations, total sum of distances = 42 iterations, total sum of distances = 42 iterations, total sum of distances = 4
cidx =
1111111111
11111
ctrs =
0.7333
-
7/30/2019 Kmeans Analysis@Cosine
38/99
sumd =
4
result =
0.2667
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
3 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
3 iterations, total sum of distances = 02 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
3 iterations, total sum of distances = 0
cidx =
112222222
222222
ctrs =
-11
sumd =
00
result =
0
-
7/30/2019 Kmeans Analysis@Cosine
39/99
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2133333333333
33
ctrs =
-1-11
sumd =
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.
-
7/30/2019 Kmeans Analysis@Cosine
40/99
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
31
4222222222222
ctrs =
-11-11
sumd =
0
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.
-
7/30/2019 Kmeans Analysis@Cosine
41/99
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
21
3455555555555
ctrs =
-1-1111
sumd =
00000
result =
0
-
7/30/2019 Kmeans Analysis@Cosine
42/99
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345611111111
11
ctrs =
1-1-1111
sumd =
000000
-
7/30/2019 Kmeans Analysis@Cosine
43/99
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
263457111
111111
ctrs =
1-11
11-11
sumd =
00
-
7/30/2019 Kmeans Analysis@Cosine
44/99
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234
567811111111
ctrs =
1-1-11111
-
7/30/2019 Kmeans Analysis@Cosine
45/99
1
sumd =
00000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0
cidx =
23456789
1111111
ctrs =
-
7/30/2019 Kmeans Analysis@Cosine
46/99
1-1-1111111
sumd =
000000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
31456789
-
7/30/2019 Kmeans Analysis@Cosine
47/99
10222222
ctrs =
-11-11111111
sumd =
0000000000
result =
0
................................................................................
................................................................................
...
Medium(FA)--------------
-
aa=[7.728856648
9.1224045847.3463348819.8542874949.4676055919.06144963611.2395965214.3730328715.3894210617.4519511718.13627777
-
7/30/2019 Kmeans Analysis@Cosine
48/99
18.0984830920.255280521.4292979427.47502423][r c]=size(aa);for i=1:10
opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end
--------------------------------------------------------------------------------------------------------------------------------------------------------------------
Results:
aa =
7.72899.12247.34639.85439.46769.0614
11.239614.373015.389417.452018.136318.098520.2553
21.429327.4750
2 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
11
1111111111
-
7/30/2019 Kmeans Analysis@Cosine
49/99
111
ctrs =
1
sumd =
0
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0
cidx =
21111111
1111111
ctrs =
-
7/30/2019 Kmeans Analysis@Cosine
50/99
11
sumd =
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
231111111111
111
ctrs =
111
-
7/30/2019 Kmeans Analysis@Cosine
51/99
sumd =
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2
3411111111111
1
ctrs =
1111
-
7/30/2019 Kmeans Analysis@Cosine
52/99
sumd =
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2
3451111111111
1
ctrs =
11111
-
7/30/2019 Kmeans Analysis@Cosine
53/99
sumd =
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234561111111
111
ctrs =
111
-
7/30/2019 Kmeans Analysis@Cosine
54/99
111
sumd =
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0
cidx =
23456711
1111111
ctrs =
-
7/30/2019 Kmeans Analysis@Cosine
55/99
1111111
sumd =
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23
4567811111
-
7/30/2019 Kmeans Analysis@Cosine
56/99
111
ctrs =
11111111
sumd =
00000
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345
-
7/30/2019 Kmeans Analysis@Cosine
57/99
67891111111
ctrs =
111111111
sumd =
000000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.
-
7/30/2019 Kmeans Analysis@Cosine
58/99
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345678910111111
ctrs =
1111111111
sumd =
0000000000
result =
0
................................................................................
................................................................................
....M
edium(PCA)
-
7/30/2019 Kmeans Analysis@Cosine
59/99
-----------------aa=[-1.728842053-0.7491044886.3161831165.4626234687.32815519810.9510742912.5489371815.4968562415.7931335817.4904500921.9039395322.6312731626.7753575426.2723956430.50369233][r c]=size(aa);for i=1:10
opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end
---------------------------------------------------------------------------------------------------------------------------------------------------------------------
Results:
aa =
-1.7288-0.74916.31625.46267.3282
10.951112.548915.496915.793117.490521.903922.631326.7754
26.272430.5037
2 iterations, total sum of distances = 42 iterations, total sum of distances = 42 iterations, total sum of distances = 42 iterations, total sum of distances = 42 iterations, total sum of distances = 4
cidx =
-
7/30/2019 Kmeans Analysis@Cosine
60/99
111111111111111
ctrs =
0.7333
sumd =
4
result =
0.2667
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
3 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.
> In kmeans>batchUpdate at 444In kmeans at 3363 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
2211
1111111111
-
7/30/2019 Kmeans Analysis@Cosine
61/99
1
ctrs =
1-1
sumd =
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0
cidx =
23111111
1111111
ctrs =
-
7/30/2019 Kmeans Analysis@Cosine
62/99
1-1-1
sumd =
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
3142222222
22222
ctrs =
-1
-
7/30/2019 Kmeans Analysis@Cosine
63/99
1-11
sumd =
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2145333333
33333
ctrs =
-1
-
7/30/2019 Kmeans Analysis@Cosine
64/99
-1111
sumd =
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0
cidx =
24356111
1111111
ctrs =
-
7/30/2019 Kmeans Analysis@Cosine
65/99
1-11-111
sumd =
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2734
5611111111
-
7/30/2019 Kmeans Analysis@Cosine
66/99
1
ctrs =
1-11111-1
sumd =
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
31456782
-
7/30/2019 Kmeans Analysis@Cosine
67/99
2222222
ctrs =
-11-111111
sumd =
0
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
-
7/30/2019 Kmeans Analysis@Cosine
68/99
234567891111111
ctrs =
1-1-111
1111
sumd =
00000
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
-
7/30/2019 Kmeans Analysis@Cosine
69/99
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
324567891011111
1
ctrs =
1-1-111111
11
sumd =
0000000
000
result =
0................................................................................................................................................................
-
7/30/2019 Kmeans Analysis@Cosine
70/99
...Heavy(FA)
------------aa=[0.8276460062.1148113791.8912927352.7293513452.9695841163.6692762054.3863910524.0611076734.4468176854.973500661];[r c]=size(aa);for i=1:10
opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end
----------------------------------------------------------------------------------------------------------------------------------------------------------------------Results:
2 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
1111111111
ctrs =
1
sumd =
0
result =
-
7/30/2019 Kmeans Analysis@Cosine
71/99
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2111111111
ctrs =
11
sumd =
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444
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In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2311111
111
ctrs =
111
sumd =
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
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> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2341111111
ctrs =
1111
sumd =
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
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In kmeans at 3362 iterations, total sum of distances = 0
cidx =
2345111111
ctrs =
11111
sumd =
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
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cidx =
2345611111
ctrs =
111111
sumd =
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
-
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2345671111
ctrs =
1111111
sumd =
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
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cidx =
2345678111
ctrs =
11111111
sumd =
00000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
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In kmeans at 3362 iterations, total sum of distances = 0
cidx =
2345678911
ctrs =
11111
1111
sumd =
00000
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
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> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23456789101
ctrs =
1111111111
sumd =
0000000000
result =
0
................................................................................
................................................................................
......Heavy(PCA)
------------
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aa=[0.8276460062.1148113791.8912927352.7293513452.9695841163.6692762054.3863910524.0611076734.4468176854.973500661];[r c]=size(aa);for i=1:10
opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end
----------------------------------------------------------------------------------------------------------------------------------------------------------------
----
Results:
2 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
1
111111111
ctrs =
1
sumd =
0
result =
-
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0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2111111111
ctrs =
11
sumd =
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
-
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2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23111111
11
ctrs =
111
sumd =
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444
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In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2341111111
ctrs =
1
111
sumd =
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
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2 iterations, total sum of distances = 0
cidx =
2345111111
ctrs =
11111
sumd =
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
-
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2345611111
ctrs =
111111
sumd =
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
-
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2345671111
ctrs =
1111111
sumd =
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
-
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2345678111
ctrs =
11111111
sumd =
00000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.
> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
-
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2 iterations, total sum of distances = 0
cidx =
2345678911
ctrs =
111111
111
sumd =
000000
000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444
-
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In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
23456789101
ctrs =
1
111111111
sumd =
0000000000
result =
0
>> aa=[2.16459426.64985262.454645454.904998442.92465474.108113455.52753043
-
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3.291353863.697557744.10617723];[r c]=size(aa);for i=1:10
opts = statset('Display','final');s=0;[cidx, ctrs, sumd] = kmeans(aa, i, 'Distance','cosine','Start','uniform'
,'Replicates',5, 'EmptyAction', 'singleton','Options',opts)for j=1:i
s=s+sumd(j,1);endresult=s/r
end2 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 02 iterations, total sum of distances = 0
cidx =
11
11111111
ctrs =
1
sumd =
0
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
-
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Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2111111111
ctrs =
11
sumd =
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
-
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cidx =
2311111111
ctrs =
111
sumd =
0
00
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0
cidx =
23411
-
7/30/2019 Kmeans Analysis@Cosine
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11111
ctrs =
1111
sumd =
0000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345111111
-
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ctrs =
11111
sumd =
00000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
234
5611111
ctrs =
-
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111111
sumd =
000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.
> In kmeans>batchUpdate at 444In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 2.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 3.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 4.> In kmeans>batchUpdate at 444
In kmeans at 3362 iterations, total sum of distances = 0Warning: Empty cluster created at iteration 1 during replicate 5.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0
cidx =
2345
671111
ctrs =
-
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1111111
sumd =
0000000
result =
0
Warning: Empty cluster created at iteration 1 during replicate 1.> In kmeans>batchUpdate at 444In kmeans at 336
2 iterations, total sum of distances = 0Warning: Empty c