poisson limit

6
5 10 15 20 0 1 Poisson limit H T H T H T H T H T H T H →∞ = = 0 . . . 2 = ( ) = ! Distribution plot adapted from (http://en.wikipedia.org/wiki/File:Poisson_pmf.svg), licensed by Wikipedia user Skbkekas under a CC-BY-3.0 T T T T = 1 = 4 = 10 T ( ) 0.1 0.2 0.3 0.4

Upload: louvain

Post on 06-Feb-2016

37 views

Category:

Documents


0 download

DESCRIPTION

Poisson limit. 0.4. H. H. H. H. H. H. H. T. T. T. T. T. T. T. T. T. T. 0.3. 0.2. 0.1. T. 0. 5. 10. 15. 20. Distribution plot adapted from (http :// en.wikipedia.org/wiki/File:Poisson_pmf.svg), licensed by Wikipedia user Skbkekas under a CC-BY-3.0 license. - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Poisson limit

5 10 15 200

1

Poisson limit

HTHT

HT

HT

HT

HT

H𝑁→∞ ⟨𝑥 ⟩=𝑁 𝑝

𝑝=⟨𝑥 ⟩𝑁→0

. . .

⟨ 𝛿𝑥2 ⟩= ⟨𝑥 ⟩𝑃 (𝑥 )= 𝜇𝑥

𝑥 !𝑒−𝜇

Distribution plot adapted from (http://en.wikipedia.org/wiki/File:Poisson_pmf.svg), licensed by Wikipedia user Skbkekas under a CC-BY-3.0 license.

𝑥T T T T

𝜇=1

𝜇=4𝜇=10

T

𝑃 (𝑥 )

0.1

0.2

0.3

0.4

Page 2: Poisson limit

HTHT

HT

HT

HT

HT

H

2

Poisson limit

?𝑁=1𝑝=1

⟨𝑥 ⟩=1

𝑁=2𝑝=1 /2

⟨𝑥 ⟩=1 ? ?

? ? ? ?𝑁=4𝑝=1 /4

⟨𝑥 ⟩=1

𝑁→∞⟨𝑥 ⟩=𝑁 𝑝

𝑝=⟨𝑥 ⟩𝑁→0

Page 3: Poisson limit

Average total number of heads

T T

3

Poisson limit

HTHT

HT

HT

HT

HT

H

𝑁→∞⟨𝑥 ⟩=𝑁 𝑝

𝑝=⟨𝑥 ⟩𝑁→0

H

T T T T T T. . .

. . .

Variance of total number of heads

⟨ 𝛿𝑥2 ⟩=𝑁𝑝 (1−𝑝 )⟨𝑥 ⟩𝑁

⟨𝑥 ⟩𝑁

⟨ 𝛿𝑥2 ⟩= ⟨𝑥 ⟩

Page 4: Poisson limit

T T

4

Poisson limit

HTHT

HT

HT

HT

HT

H

𝑁→∞⟨𝑥 ⟩=𝑁 𝑝

𝑝=⟨𝑥 ⟩𝑁→0

H

T T T T T T. . .

. . .

⟨ 𝛿𝑥2 ⟩= ⟨𝑥 ⟩

Probability distribution for getting x total heads

𝑃 (𝑥 )= 𝑁 !(𝑁−𝑥 ) !𝑥 !

𝑝 𝑥 (1−𝑝 )𝑁−𝑥

(𝜇𝑥

𝑁 )𝑥 (1− 𝜇𝑥

𝑁 )𝑁−𝑥

(1− 𝜇𝑥

𝑁 )𝑁 (1− 𝜇𝑥

𝑁 )−𝑥

≈1𝑒−𝜇𝑥

𝑃 (𝑥 )= 𝑁 !(𝑁−𝑥 ) !𝑥 ! (𝜇𝑥

𝑁 )𝑥

𝑒−𝜇𝑥

Page 5: Poisson limit

T T

5

Poisson limit

HTHT

HT

HT

HT

HT

H

𝑁→∞⟨𝑥 ⟩=𝑁 𝑝

𝑝=⟨𝑥 ⟩𝑁→0

H

T T T T T T. . .

. . .

⟨ 𝛿𝑥2 ⟩= ⟨𝑥 ⟩

Probability distribution for getting x total heads

𝑃 (𝑥 )= 𝑁 !(𝑁−𝑥 ) !𝑥 ! (𝜇𝑥

𝑁 )𝑥

𝑒−𝜇𝑥

𝑁 ∙ (𝑁−1 ) ∙ (𝑁−2 )⋯ (𝑁−𝑥+1 ) ∙ (𝑁−𝑥 ) !(𝑁−𝑥 )!𝑥 !

𝑃 (𝑥 )=𝑁 ∙ (𝑁−1 ) ∙ (𝑁−2 )⋯ (𝑁−𝑥+1 )𝑥 ! (𝜇𝑥

𝑁 )𝑥

𝑒−𝜇𝑥

𝑃 (𝑥 )=𝜇𝑥

𝑥

𝑥 !𝑒−𝜇𝑥

Page 6: Poisson limit

T T T

𝑃 (𝑥 )

0.1

0.2

0.3

0.4

5 10 15 200

6

HTHT

HT

HT

HT

HT

H𝑁→∞ ⟨𝑥 ⟩=𝑁 𝑝

𝑝=⟨𝑥 ⟩𝑁→0

. . .

⟨ 𝛿𝑥2 ⟩= ⟨𝑥 ⟩𝑃 (𝑥 )= 𝜇𝑥

𝑥 !𝑒−𝜇

Distribution plot adapted from (http://en.wikipedia.org/wiki/File:Poisson_pmf.svg), licensed by Wikipedia user Skbkekas under a CC-BY-3.0 license.

𝑥T T

𝜇=1

𝜇=4𝜇=10

Poisson limit