User:Cgc936/Books/Statistical Methods

Statistical Methods

 * Recurring Concepts
 * Random variable
 * Moment-generating function
 * Convergence of random variables
 * Maximum likelihood estimation
 * Bayesian statistics
 * Stochastic process
 * Random walk
 * Wiener process
 * Markov chain


 * Regression Analysis
 * Linear regression
 * Least squares
 * Ordinary least squares
 * General linear model
 * Polynomial regression
 * Logistic regression
 * Multinomial logistic regression
 * Generalized linear model
 * Principal component regression
 * Regression validation
 * Gauss–Markov theorem
 * Mean and predicted response
 * Errors and residuals
 * Goodness of fit


 * Monte Carlo Methods
 * Monte Carlo method
 * Monte Carlo integration
 * Inverse transform sampling
 * Box–Muller transform
 * Rejection sampling
 * Importance sampling
 * Markov chain Monte Carlo
 * Metropolis–Hastings algorithm
 * Gibbs sampling


 * Optimization
 * Newton's method
 * Quasi-Newton method
 * Stochastic gradient descent
 * Expectation–maximization algorithm
 * Rosenbrock function