chapter 17

12
© Oxford Fajar Sdn. Bhd. (008974-T) 2014 CHAPTER 13 CHAPTER 13 Focus on Exam 17 1 (a) Type I error means rejecting the null hypothesis (H 0 ) when it is in fact true. (b) H 0 : m = 3 kg H 1 : m > 3 kg Under H 0 and at a = 0.01, accept H 1 if z > 2.326. Let X be the mean mass of the watermelon. Z X n X = = - - m s ~ ( ,) . N 01 3 0 65 30 To use the new organic fertilizer, z > 2.326 x 3 0.65 30 2.326 - > x x > + > = 3 0 276 3 276 3 276 . . . k 2 (a) The hypotheses: H 0 : m = 10 kg H 1 : m > 10 kg (b) Let X be the mean weight gain of a calf. If H 0 is true, then Z X n N(0, 1). μ σ = - Using a right-tailed test at 5% significance level, reject H 0 if z > 1.645. Test statistic: z 11.5 10 2.5 16 = 2.4 = - CHAPTER 17

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  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    CHAPTER 13 CHAPTER 13

    Focus on Exam 17

    1 (a) Type I error means rejecting the null hypothesis (H0) when it is in fact true.

    (b) H0: m = 3 kg

    H1: m > 3 kg

    Under H0 and at a = 0.01, accept H

    1 if z > 2.326.

    Let X be the mean mass of the watermelon.

    ZX

    n

    X

    =

    =

    ms

    ~ ( , )

    .

    N

    0 1

    30 65

    30

    To use the new organic fertilizer, z > 2.326

    x 30.65

    30

    2.326

    >

    x

    x

    > +

    >

    =

    3 0 276

    3 276

    3 276

    .

    .

    .k 2 (a) The hypotheses: H

    0: m = 10 kg

    H1: m > 10 kg

    (b) Let X be the mean weight gain of a calf.

    If H0 is true, then Z

    X

    n

    N(0, 1).

    =

    Using a right-tailed test at 5% significance level, reject H0 if z > 1.645.

    Test statistic: z11.5 10

    2.5

    16 = 2.4

    =

    CHAPTER 17

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    ACE AHEAD Mathematics (T) Third Term2

    Since zobserved

    > 1.645, reject H0 and conclude that there is sufficient evidence to show that

    the new feed increases the weight gain of a calf at the 5% significance level. 3 H

    0: m = 140 cm

    H1: m 140 cm

    If H0 is true, Z

    X

    n=

    ms /

    ~ ( , ).N 0 1

    For a two-tailed test and at 1% level of significance, reject H0 of z > 2.576.

    Test statistic: z =

    =

    126 5 14031 3

    402 73

    ..

    .

    Since zobserved

    < 2.576, therefore reject H0 and conclude that the mean is different from 140 cm

    at the 1% level of significance.

    4 H0: m RM2400 (or m = RM2400)

    H1: m > RM2400

    If H0 is true,

    =

    ZX

    n/~ N(0, 1).

    For a right-tailed test, at the 2.5% significance level, reject H0 if z > 1.96.

    Test statistic: z =2520 2400

    450

    50

    1 89 = .

    Since zobserved

    < 1.96, do not reject H0 at the 2.5% level of significance and conclude that the

    insurance company should not be concerned.

    5 Let X be a random variable such that X ~ N( m, s 2). H

    0: m = m

    0

    H1: m m

    0

    Then ZX

    n

    ~ N(0, 1).0

    =

    At 5% level of significance, H0 is rejected if z >1 96. .

    Hence H0 is rejected if

    x

    n

    1.96.0

    >

    xn

    xn

    < > +m s m s0 01 96 1 96. . or

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    Fully Worked Solutions 3

    H0: m = m

    0

    H1: m < m

    0

    Then ZX

    n

    ~ N(0, 1).0

    =

    At 1% level of significance, H0 is rejected if z < 2.326.

    Hence H0 is rejected if

    x

    n

    2.326.0

    <

    > +x

    n2.326

    0

    6 (a) Significance level is the probability that test statistic lies in the critical region. It is also a fixed probablility of rejecting H

    0 when it is in fact true.

    (b) The hypotheses are H0: m = 12 hours

    H1: m < 12 hours

    If H0 is true, Z

    X

    n

    ~ N(0, 1).

    =

    At the 5% significance level, reject H0 if z 1.645.<

    Calculation: .

    .

    s 2 25049

    3 24

    10 712

    =

    =

    Test statistic: z =

    =

    11 3 12

    10 712

    50

    1 51

    .

    .

    .

    Since zobserved

    > 1.645, do not reject H0 and conclude that the doctors claim is justified.

    7 (a) The hypotheses are H0: m = 25 g

    H1: m > 25 g

    (b) Using a right-tailed test and at the 1% significance level, reject H0 if z > 2.326.

    If H0 is true, then Z

    X

    n

    ~ N(0, 1).

    =

    Calculation: .

    .

    s 2 6059

    11 9

    12 102

    =

    =

    Test statistic: z =

    =

    26 2 25

    12 102

    60

    2 67

    .

    .

    .

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    ACE AHEAD Mathematics (T) Third Term4

    Since zobserved

    > 2.326, reject H0 and conclude that mean intake of fat by women in the city

    exceeds 25 g per day at the 1% significance level. (c) The women chosen are assumed to be random and independent (not related) to each other.

    8 H0: m = 30 minutes

    H1: m < 30 minutes

    Using a one-tailed test and at the 5% level of significance, reject H0 if z < 1.645.

    Test Statistic: ZX

    n

    =

    x

    x

    n= =

    =

    433515028 9. minutes

    s 2 =

    1

    149137 301

    4335

    150

    2

    = 80.668

    s = 8.98 minutes

    z28.9 30

    8.98

    1501.500

    =

    =

    Since zobserved

    > 1.645, do not reject H0 and conclude that the mean time spent shopping by

    customers is 30 minutes at the 5% level of significance. 9 Let X be the mass of paint in a tin.

    H0: m =1.005 kg

    H1: m > 1.005 kg

    At the 5% significance level, reject H0 if z > 1.645.

    Given x( 1) 2.09i

    = and n = 160.

    x

    nx

    x

    = +

    =

    =

    =

    2 09

    1601

    1 013

    1

    11 005

    1

    1591 2

    2 2

    2

    .

    .

    ( . )

    ( ) (

    s

    00 005 1 160 0 005

    1

    1590 6788 0 0209 0 004

    2. ) ( ) ( . )

    . . .

    x + = + [[ ]=

    =

    0 004163

    0 064522.

    .s

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    Fully Worked Solutions 5

    Test statistic: zX

    n=

    =

    =

    1 005

    1 013 1 0050 06452

    160

    1 57

    .

    /

    . ..

    .

    s

    Since zobserved

    < 1.645, do not reject H0 and we conclude that the mean mass of paint in a tin do

    not exceed 1.005 kg at the 5% level of significance.

    10 (a) Let m be the population mean.

    Xii

    ( ) ==

    2 1 291

    100

    .

    E Xii

    ( ) == 2 1 291

    100

    .

    E EX Xii

    ii= =

    =

    =1

    100

    1

    100

    100 2 1 29 201 29. .

    = ( ) =

    =

    =

    =

    m E EX

    Xii 1

    100

    100

    201 29

    1002 0129

    .

    . kg

    s 22

    1

    100

    2

    1

    100

    2 0129

    99

    2 0 0129

    9

    = ( ) =( )

    =

    ( )

    =

    =

    Var X

    X

    X

    ii

    ii

    .

    .

    99

    2

    99

    2 0 0129 2

    99

    100 0 01292

    1

    100

    1

    100

    2

    =

    ( )+

    ( ) ( )+

    ( )= =

    X Xii

    ii

    ..

    1100

    3 9

    99

    0 0258 1 29

    990 0129

    0 0392

    2

    2

    =

    ( )+

    =

    . . ..

    . kg

    (b) H0: m = 2 kg

    H1: m > 2 kg

    Under H0 , the value of the test statistic,

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    ACE AHEAD Mathematics (T) Third Term6

    zobserved =

    =

    2 0129 2

    0 0392

    100

    0 652

    .

    .

    .

    At 10% level of significance, reject H0 if z

    observed > 1.282.

    Hence, do not reject H0 and conclude that the manufacturer is understating the average

    mean of the contents of salt of a bag.

    11 Given x 291.2kg =

    Unbiased estimate of xx

    n291.2

    1002.912kg

    = =

    =

    =

    Given x 915.8kg2 2 =

    Unbiased estimate of 22

    2 2

    2

    1

    100 915.82.912

    99 100

    n x x

    n n ns s

    s

    = =

    = = 0.6851= 0.828

    H0: m = 3 kg

    H1: m < 3 kg

    Test statistic: ZX

    n

    =

    Since s is unknown, the unbiased estimate s is used, therefore Z N 0,1( ) approximately. At 10% significance level, critical region is z < 1.282.

    Under the null hypothesis, z2.912 30.8277

    1001.063

    =

    =

    Since zobserved

    > 1.282, therefore there is no sufficient evidence to reject H0.

    Let 100a % be the largest level of significance at which the test would result in rejection of the null hypothesis.

    For H0 to be rejected, z1.063 a <

    z 1.063 >

    From tables, P[z > 1.063] = 0.144

    Therefore the largest level of significance level at which the test would reject H0 is 14.4%.

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    Fully Worked Solutions 7

    12 Let X denotes the random variable of mass of ducks.

    E (X ) = m, Var(X ) = 2, n = 200

    By central limit theorem, X is approximately normal.

    X N ,

    200

    2

    and standard deviation of X is 200 .

    Given x x382.8 and 824.22 = =

    The unbiased estimate of Xn

    x1

    382.8

    2001.914kg

    = =

    =

    =

    The unbiased estimate of ( )

    = =

    n x

    x

    n 1

    12 2 2

    2

    =

    =

    1199

    824.2382.8200

    0.46

    22

    H0: m = 1.8 kg

    H1: m > 1.8 kg

    Using one-tail test and at the 5% level of significance, reject H0 if z

    observed > 1.645.

    Test statistics: ZX

    n

    =

    =

    =

    ms

    1 914 1 81 08

    200

    1 49

    . ..

    .

    Since zobserved

    < 1.645, do not reject H0 and conclude that, at the 5% level of significance, the

    mean mass of a duck is equal to 1.8 kg.

    13 Let X be the mean lifespan of the sample of bulbs X N ,150

    15.

    2

    H

    0: m = 5500 hours

    H1: m > 5500 hours

    At the 5% significance level, reject H0 if z >1.645

    Calculation: x x

    n

    82690

    155512.67=

    = =

    Test statistic: zx

    n

    =

    =

    =

    ms

    5512 67 5500150

    15

    0 327

    .

    .

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    ACE AHEAD Mathematics (T) Third Term8

    Since zobserved

    < 1.645, do not reject H0 and conclude that there is no evidence to support the

    suppliers claim.

    14 H0: m = 32.5 cm

    H1: m > 32.5 cm

    Given x > 35 cm, n = 5 and a = 10 cm.

    z > 35 32.5

    10

    50

    z > 1.768

    Therefore H0 is rejected if z > 1.768

    Type I error = a = P[z > 1.768]

    = 0.0385

    15 Let X be the mean lifespan of the sample of tyres.

    (a) (i) Lifespan of tyres has normal distribution.

    Sample mean lifespan also has a normal distribution.

    X N ,

    121where

    121

    1202500

    22 2

    =

    X ~ N(m, 2510.3952)

    (ii) n = 121 (large sample)

    By central limit theorem, X is a approximately normal.

    X ~ N

    121

    2 where

    2 = 121

    120 25002

    X ~ N(m, 2510.3952)

    (b) The hypotheses are H0: m = 50 000 km

    H1: m < 50 000 km

    If H0 is true, then Z =

    X

    n

    ms

    ~ N(0, 1)

    where 2

    = 121120

    25002

    = 2510.395

    For left-tailed test and at 1% level of significance, reject H0 if z < 2.326.

    Test statistic: z = 49 200 50 0002510 395

    121

    .

    = 3.51

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    Fully Worked Solutions 9

    Since z < 2.326, reject H0 and conclude that there is no sufficient evidence to justify the

    manufacturers claim at the 1% significance level. 16 Let p be the proportion of pets that like Petsuka and X be the number of pets that like

    Petsuka.

    H0: p = 0.8

    H1: p < 0.8

    If H0 is true, X ~ B(300, 0.8)

    X ~ N(240, 48)

    Reject H0 if z

    observed < 1.645.

    Test statistic: z =

    =

    227 5 240

    48

    1 81

    .

    .

    Since zobserved

    < 1.465, H0 is rejected at the 5% level of significance and conclude that the

    manufacturers claim cannot be accepted.

    17 H0: p = 0.3

    H1: p < 0.3

    If H0 is true, then p = 0.3

    X ~ B(120, 0.3)

    X ~ N(36, 25.2)

    At 1% level of significance, reject H0 if z < 2.326

    z =

    =

    21 5 36

    25 2

    2 89

    .

    .

    .

    Since zobserved

    < 2.326, therefore we reject H0 and conclude that p < 0.3 at the 1% level of

    significance.

    18 Let X be the number of replies that were in favour of the proposal.

    H0: p = 0.7

    H1: p > 0.7

    If H0 is true, then X ~ B(360, 0.7)

    X ~ N(252, 75.6)

    Using the right-tailed test and at the 1% level, reject H0 if z > 2.326.

    Test statistic: z =

    =

    271 5 252

    75 6

    2 24

    .

    .

    .

    Since zobserved

    < 2.326, do not reject H0 and we conclude that the population proportion in favour

    of the proposal is 0.7 at the 1% level of significance.

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    ACE AHEAD Mathematics (T) Third Term10

    19 Let X be the number of voters who intended to support the party.

    H0: p = 0.42

    H1: p < 0.42

    If H0 is true, then X ~ B(700, 0.42)

    X ~ N(294, 170.52)

    Using the left-tailed test and at the 5% level, reject H0 if z < 1.645.

    Test statistic: z =

    =

    271 5 294

    170 52

    1 72

    .

    .

    .

    Since zobserved

    < 1.645, we reject H0 and conclude that the support has decreased since the last

    election at the 5% level of significance.

    20 H

    H

    0

    1

    1

    61

    6

    :

    :

    p

    p

    =

    >

    Let X be the number of a five occurring.

    If H0 is true, then X

    B 15

    1

    6, .

    Using a one-tailed test at 10% significance level, reject H0 if P(X c) < 0.10

    where c is the critical value.

    P PX X

    C C

    5 1 4

    1

    5

    6

    1

    6

    5

    6

    1

    615

    0

    15 0

    151

    14

    [ ] = [ ]

    =

    +

    +

    +

    +

    152

    13 2

    153

    12 3

    15

    5

    6

    1

    6

    5

    6

    1

    6C C

    CC4

    11 45

    6

    1

    6

    1 0 9104

    0 0898

    =

    =

    .

    .

    Since P(X 5) < 10%, the observed value of x = 5 is in the critical region. Hence, reject H0

    and conclude that the die is biased in favour of a five.

    21 H0: p = 0.5

    H1: p 0.5

    Let X represent the number of tails obtained.

    If H0 is true, then X ~ B(20, 0.5).

    At = 0.05 and using a two-tailed test, the two required critical values are c1 and c2 such that

    P(X c1) 0.025 and P (X c

    2) 0.025.

    From tables, P(X 6) = 0.0577

    P(X 5) = 0.0207

    c1 = 5

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    Fully Worked Solutions 11

    P(X 14) = 1 P(X 13)

    = 1 0.9423

    = 0.0577

    P(X 15) = 1 P(X 14)

    = 1 0.9793

    = 0.0207

    c2 = 15

    Therefore the critical region for X is X 5 or X 15.

    As 6 lies between 5 and 15, do not reject H0 and conclude that the coin is not biased.

    Type I error occurs when H0 is rejected when it is in fact true. This occurs when X 5 or X 15.

    P[type I error] = P(X 5|p = 0.5) + P(X 15|p = 0.5)

    = 0.0207 + 0.0207

    = 0.042

    22 Let X be the number of school children who own graphic calculators.

    H0: p = 0.4

    H1: p > 0.4

    If H0 is true, p = 0.4.

    So, X ~ B(200, 0.4)

    X ~ N(80, 48)

    Reject H0 if z

    observed > 1.645

    Test statistic: z =

    =

    92 5 80

    48

    1 80

    .

    .

    Since zobserved

    > 1.645, H0 is rejected and conclude that more than 40% of the school students

    own graphic calculators.

    23 H0: p = 0.95

    H1: p < 0.95

    X ~ B(120, 0.95)

    X ~ N(114, 5.7)

    Reject H0 if z < 1.96

    z =

    =

    110 5 114

    5 7

    1 47

    .

    .

    .

    Do not reject H0 since z > 1.96 and we conclude that the wholesalers claim is justified.

  • Oxford Fajar Sdn. Bhd. (008974-T) 2014

    ACE AHEAD Mathematics (T) Third Term12

    24 H0: p = 0.65

    H1: p > 0.65

    X ~ B(80, 0.65)

    X ~ N(52, 18.2)

    Reject H0 if z > 1.282

    z =

    =

    55 5 52

    18 2

    0 820

    .

    .

    .

    Do not reject H0 since the value of z is less than the critical value. There is no evidence to

    justify the claim made by the council at 10% level of significance.