CS 445 - Expectation

Expectation, Variance

  • Expectation (continuous) :

  • Expectation (discrete):

  • Variance:

Quiz

Imagine we are rolling a four-sided die. The probability distribution:

Questions:

  • What is the expected value of this distribution?
  • What is the variance?

Sample Mean and Variance

Expectation and variance are properties of distributions.
We can also calculate the sample mean and the sample variance for a dataset:

  • Sample mean:

  • Sample variance:

Normal Distribution

  • "Normal" because of the central limit theorem