CONTENIDO: PROBABILITY
Probability
Random Variables
Expectation
Inequalities
Convergence of Random Variables
STATISTICAL INFERENCE
Models, Statistical Inference and Learning
Estimating the CDF and Statistical Functionals
The Bootstrap
Parametric Inference
Hypothesis Testing and p-values
Bayesian Inference
Statistical Decision Theory
STATISTICAL MODELS AND METHODS
Linear and Logistic Regression
Multivariate Models
Inference about Independence
Causal Inference
Directed Graphs and Conditional
Independence
Undirected Graphs
Loglinear Models
Nonparametric Curve Estimation
Smoothing Using Orthogonal Functions
Classification
Probability Redux: Stochastic Processes
Simulation Methods
Index
