SlideShare a Scribd company logo
1 of 10
1.5 Mathematical Expectation and Variance
If a random variable X takes on the values x1,x2,…,xk, with the probability f(x1), f(x2), …, f(xk), its mathematical expectation or expected value is   = x1· f(x1) + x2· f(x2) + … + xk· f(xk)  Mathematical Expectation
Mathematical Expectation Suppose a game has n outcomes A1, A2,…, An with corresponding probabilities p1, p2,…, pn where pi =P(Ai) and p1 + p2 + … + pn = 1. Suppose the pay off to the player on outcome Ai is ai, where a positive ai is a win for the player and a negative ai is a loss. Then expected value for the player will be E = a1p1 + a2p2 + ….+ anpn This quantity is called the mathematical expectation for the player.
Mathematical Expectation The expectation E is the amount that the player can expect to win on the average each time the game is played. If E is positive then game is in the favor of the player. If E is negative the game is biased against the player. Suppose E = 0 then the game is said to be fair and a player’s winnings and losses should be about equal when the fair game is played a large number of times
Mathematical Expectation Definition: If the probabilities of obtaining the amounts a1, a2 ,…, or an are p1, p2, … and pn, then the mathematical expectation is  E = a1p1 + a2p2 + …+ anpn Note:a’s are positive when they represent profit, winnings or gain and they are negative when they represent loss, deficits or penalties.
Mathematical Expectation Definition: The odds that an event will occur are given by the ratio of the probability that the event will occur to the probability that the event will not occur provided neither probability is zero. i.e. if p is the probability of the event A then odds that event will occur If the odds for the occurrence of event A are a to b, where a and b are positive integers, then probability of event A is
Mathematical Expectation The average amount by which the values of  the random variable deviate from mean is given by Unfortunately,
Variance of a Random Variable.
Standard deviation of a Random variable.

More Related Content

More from mathscontent (9)

Bernoullis Random Variables And Binomial Distribution
Bernoullis Random Variables And Binomial DistributionBernoullis Random Variables And Binomial Distribution
Bernoullis Random Variables And Binomial Distribution
 
Gamma, Expoential, Poisson And Chi Squared Distributions
Gamma, Expoential, Poisson And Chi Squared DistributionsGamma, Expoential, Poisson And Chi Squared Distributions
Gamma, Expoential, Poisson And Chi Squared Distributions
 
Uniform Distribution
Uniform DistributionUniform Distribution
Uniform Distribution
 
Continuous Random Variables
Continuous Random VariablesContinuous Random Variables
Continuous Random Variables
 
Moment Generating Functions
Moment Generating FunctionsMoment Generating Functions
Moment Generating Functions
 
Discrete Random Variables And Probability Distributions
Discrete Random Variables And Probability DistributionsDiscrete Random Variables And Probability Distributions
Discrete Random Variables And Probability Distributions
 
Theorems And Conditional Probability
Theorems And Conditional ProbabilityTheorems And Conditional Probability
Theorems And Conditional Probability
 
Probability And Its Axioms
Probability And Its AxiomsProbability And Its Axioms
Probability And Its Axioms
 
Sample Space And Events
Sample Space And EventsSample Space And Events
Sample Space And Events
 

Recently uploaded

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Safe Software
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
panagenda
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Safe Software
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
WSO2
 

Recently uploaded (20)

Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 

Mathematical Expectation And Variance

  • 2. If a random variable X takes on the values x1,x2,…,xk, with the probability f(x1), f(x2), …, f(xk), its mathematical expectation or expected value is  = x1· f(x1) + x2· f(x2) + … + xk· f(xk) Mathematical Expectation
  • 3. Mathematical Expectation Suppose a game has n outcomes A1, A2,…, An with corresponding probabilities p1, p2,…, pn where pi =P(Ai) and p1 + p2 + … + pn = 1. Suppose the pay off to the player on outcome Ai is ai, where a positive ai is a win for the player and a negative ai is a loss. Then expected value for the player will be E = a1p1 + a2p2 + ….+ anpn This quantity is called the mathematical expectation for the player.
  • 4. Mathematical Expectation The expectation E is the amount that the player can expect to win on the average each time the game is played. If E is positive then game is in the favor of the player. If E is negative the game is biased against the player. Suppose E = 0 then the game is said to be fair and a player’s winnings and losses should be about equal when the fair game is played a large number of times
  • 5. Mathematical Expectation Definition: If the probabilities of obtaining the amounts a1, a2 ,…, or an are p1, p2, … and pn, then the mathematical expectation is E = a1p1 + a2p2 + …+ anpn Note:a’s are positive when they represent profit, winnings or gain and they are negative when they represent loss, deficits or penalties.
  • 6. Mathematical Expectation Definition: The odds that an event will occur are given by the ratio of the probability that the event will occur to the probability that the event will not occur provided neither probability is zero. i.e. if p is the probability of the event A then odds that event will occur If the odds for the occurrence of event A are a to b, where a and b are positive integers, then probability of event A is
  • 7. Mathematical Expectation The average amount by which the values of the random variable deviate from mean is given by Unfortunately,
  • 8. Variance of a Random Variable.
  • 9.
  • 10. Standard deviation of a Random variable.