More on Poisson

Table of Contents

Look at emergency room problem

1. poisson

success (arrival) or fail

number of trails not fixed

we use lambda as the rate of arivals

1.1. ATM

x = # ATM uses/hr

λ = 4 uses per hr on average

x~poisson(4)

  1. p(x=5) = “probability of 5 uses in next hr”

    recall: P(X = x) = (λx * e(−λ))/x! P(X = 5)=(45 * e^−4)/5!=0.156

  2. P(x <= 5)= .785

    just take the summation of all from 5

  3. P(X >= 6) = 1 - P(X<=5) -> when goes to infinity take 1-x

    P(X ≥ 6)=1-P(X<5)

    =1-0.785

    = 0.215

1.2. Example 1

Suppose that a person taking Vitamin C supplements contracts an average of three colds per year and that this average increases to five colds per year for persons not taking Vitamin C supplements. Suppose further that the number of colds a person contracts in a year is a Poisson random variable.

X1 = # of colds in a given year for a person taking Vitamin C

X2 = # of colds in a given year for a person NOT taking Vitamin C

X1 ~ Poisson(3), X2 ~Poisson(5)

  1. Find the probability of no more than two colds for a person taking Vitamin C supplements and a person not taking Vitamin C supplements in a given year.
    • (X1 <= 2) = P(x1 = 2) + P(x1 = 1) + P(x1 = 0) -> change lambda to 3
    • (X2 <= 2) = P(x2 = 2) + P(x2 = 2) + P(x2 = 0) -> change lambda to 5
  2. Suppose 70% of the population takes Vitamin C supplements. Find the probability that a randomly selected person will have no more than two colds in a given year.

    P(x<=2) = P(x<=2 and C) + P(x<=2 and ~C)

    = P(C) * P(X<= 2 | C) + P(~C)*P(X<=2|~C)

    = (0.7)*(0.423) + (0.3)*(0.125)= 0.3336

1.3. Practice problem

A = P(coming no later than six p.m) = .8

B = P(Coming no later than six p.m) = .7

P(Choosing A) = .4 P(Choosing B) = .6

  1. What proportion of times is amy home no later than 6 pm

    Amy home no later than 6 pm = (A n P(choosing A)) + (B n P(choosing B))

    80/100 * 40/100 + 70/100 * 60/100 = 74/100

    (choosing A) * (A | P(choosing A)) + P

  2. if amy is home after 6 pm today what is the probability that she took route B

    P(home after 6 pm) = P(.4 n .2) + P(.6 n .3) = .26

    P(take root B) = .6

    P(home after 6pm | take root B) =

3 copies of boojs bought for = $6

sells each book for 12

unsold copies are returned for 2

let x = {number of copies sold}

let y = {net revenue}

x= 0 y = -18, x= 3 y=18, x=1 y=-8, x=2 y = 24-18 + 2,

0 1 2 3

Date: 2024-10-16 Wed 00:00

Author: Anthony Rossi

Created: 2024-10-16 Wed 15:55