Contents

• Fundamental Formulas
• Fundamental Definitions
• Correlation Coefficient
• Regression Statistics
  • B & Beta Coefficients
  • Residual Sum of Squares
  • Overall F Statistic
  • t Statistic
  
  
• Regression Diagnostics
  • Leverage
  • Mahalanobis Distance
  • Cook's Distance
  • Deviation of Fit
  • Residual
  • Standardized Residual
  • Studentized Residual
  
  
• Principal Components Analysis
  • Algorithm
  • How Many Factors?
  • Principal Factors vs. Principal Components
  • Matrix Ill Conditioning
  
  
• Sample Distributions
  • Sampling Distributions of the Mean
  • Central Limit Theorem
  • Sampling Distribution of
  • t Distribution
  • F distribution
  • Empirical Distribution
  
  
• Estimation
  • Estimating the Mean
  • Tolerance Limits
  • Estimating the Variance
  
  
• Testing Hypotheses
  • Definitions
  • General Procedeure for Hypothesis Testing
  
  
• Testing Fit to Distributions
  • Kolmogorov - Smirnov Test
  • Anderson Darling Test
  • Shapiro Wilk Test
  • Goodness of Fit Test