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5 10 15 20 0 1 Poisson limit H T H T H T H T H T H T H β†’βˆž ⟨ ⟩ = = ⟨ ⟩ β†’ 0 . . . ⟨ 2 ⟩ = ⟨ ⟩ ( ) = ! βˆ’ 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

Poisson limit

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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

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Page 1: Poisson limit

5 10 15 200

1

Poisson limit

HTHT

HT

HT

HT

HT

Hπ‘β†’βˆž ⟨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ βŸ©π‘ƒ (π‘₯ )= πœ‡π‘₯

π‘₯ !π‘’βˆ’πœ‡

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.

π‘₯T T T T

πœ‡=1

πœ‡=4πœ‡=10

T

𝑃 (π‘₯ )

0.1

0.2

0.3

0.4

Page 2: Poisson limit

HTHT

HT

HT

HT

HT

H

2

Poisson limit

?𝑁=1𝑝=1

⟨π‘₯ ⟩=1

𝑁=2𝑝=1 /2

⟨π‘₯ ⟩=1 ? ?

? ? ? ?𝑁=4𝑝=1 /4

⟨π‘₯ ⟩=1

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

Page 3: Poisson limit

Average total number of heads

T T

3

Poisson limit

HTHT

HT

HT

HT

HT

H

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

H

T T T T T T. . .

. . .

Variance of total number of heads

⟨ 𝛿π‘₯2 ⟩=𝑁𝑝 (1βˆ’π‘ )⟨π‘₯ βŸ©π‘

⟨π‘₯ βŸ©π‘

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ ⟩

Page 4: Poisson limit

T T

4

Poisson limit

HTHT

HT

HT

HT

HT

H

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

H

T T T T T T. . .

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ ⟩

Probability distribution for getting x total heads

𝑃 (π‘₯ )= 𝑁 !(π‘βˆ’π‘₯ ) !π‘₯ !

𝑝 π‘₯ (1βˆ’π‘ )π‘βˆ’π‘₯

(πœ‡π‘₯

𝑁 )π‘₯ (1βˆ’ πœ‡π‘₯

𝑁 )π‘βˆ’π‘₯

(1βˆ’ πœ‡π‘₯

𝑁 )𝑁 (1βˆ’ πœ‡π‘₯

𝑁 )βˆ’π‘₯

β‰ˆ1π‘’βˆ’πœ‡π‘₯

𝑃 (π‘₯ )= 𝑁 !(π‘βˆ’π‘₯ ) !π‘₯ ! (πœ‡π‘₯

𝑁 )π‘₯

π‘’βˆ’πœ‡π‘₯

Page 5: Poisson limit

T T

5

Poisson limit

HTHT

HT

HT

HT

HT

H

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

H

T T T T T T. . .

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ ⟩

Probability distribution for getting x total heads

𝑃 (π‘₯ )= 𝑁 !(π‘βˆ’π‘₯ ) !π‘₯ ! (πœ‡π‘₯

𝑁 )π‘₯

π‘’βˆ’πœ‡π‘₯

𝑁 βˆ™ (π‘βˆ’1 ) βˆ™ (π‘βˆ’2 )β‹― (π‘βˆ’π‘₯+1 ) βˆ™ (π‘βˆ’π‘₯ ) !(π‘βˆ’π‘₯ )!π‘₯ !

𝑃 (π‘₯ )=𝑁 βˆ™ (π‘βˆ’1 ) βˆ™ (π‘βˆ’2 )β‹― (π‘βˆ’π‘₯+1 )π‘₯ ! (πœ‡π‘₯

𝑁 )π‘₯

π‘’βˆ’πœ‡π‘₯

𝑃 (π‘₯ )=πœ‡π‘₯

π‘₯

π‘₯ !π‘’βˆ’πœ‡π‘₯

Page 6: Poisson limit

T T T

𝑃 (π‘₯ )

0.1

0.2

0.3

0.4

5 10 15 200

6

HTHT

HT

HT

HT

HT

Hπ‘β†’βˆž ⟨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ βŸ©π‘ƒ (π‘₯ )= πœ‡π‘₯

π‘₯ !π‘’βˆ’πœ‡

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.

π‘₯T T

πœ‡=1

πœ‡=4πœ‡=10

Poisson limit