References
GSB518 Notes
Preface
1
Randomness and Probability
2
Working with Probabilities
3
Conditional Probability
4
Independence of Events
5
Discrete Random Variables
6
Commmon Discrete Distributions
7
Expected Value
8
Variance and Standard Deviation
9
Continuous Random Variables: Probability Density Functions
10
Percentiles
11
Normal Distributions
12
Joint Distributions
13
Covariance and Correlation
14
Conditional Distributions
15
Joint Normal Distributions
16
Expected Values of Linear Combinations of Random Variables
17
From Probability to Statistics
18
Maximum Likelihood Estimation: Principles
19
Maximum Likelihood Estimation: Calculus
20
Bias of Estimators
21
Variance of Estimators
22
Mean Square Error of an Estimator
23
Central Limit Theorem
24
Confidence Intervals
25
Bootstrap Confidence Intervals
26
Null Hypothesis Testing
27
Some issues with hypothesis testing
28
Comparing multiple means: ANOVA
\(F\)
procedures
Homework 1
Homework 2
Homework 3
Homework 4
Homework 5
Homework 6
Homework 7
Homework 8
Homework 9
Homework 1 Solutions
Homework 2 Solutions
Homework 3 Solutions
Homework 4 Solutions
Homework 5 solutions
Homework 6 solutions
Summary of Some Common Distributions
References
References
Summary of Some Common Distributions