User:Kongdd/Books/统计学基础

统计学基础

 * 1. Statistic
 * Expected value
 * Covariance
 * Covariance matrix
 * Variance
 * Degrees of freedom (statistics)
 * Lagrange multiplier


 * 2. Distribution
 * Normal distribution
 * Multivariate normal distribution
 * Bernoulli distribution
 * Binomial distribution
 * Multinomial distribution
 * Chi-squared distribution
 * Student's t-distribution
 * F-distribution
 * Gamma distribution


 * 3. Hypothesis testing
 * Chi-squared test
 * Student's t-test
 * F-test


 * 4. Linear Regression
 * Ordinary least squares
 * Proofs involving ordinary least squares
 * Gauss–Markov theorem
 * Total least squares


 * 5. Advanced methods
 * Singular value decomposition
 * Principal component analysis