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Links for Some Statistical Methods:Topics:
General : Introduce basic concepts, models and application of statistics ANOVA: Experimental study designs. Analysis of Variance is applied to problems of comparing means of two or more normal population. The idea is to partition the total variance in the response that is due to each factor. Multivariate Analysis: Often time various characteristics of data from one object/experiment are collected. Some statistical methods such as Principal Components Analysis and Factor analysis are developed especially to describe and analyze the multivariate data. Case-Control : Provide definition and examples of a case-control study. It is intended to evaluate the association between exposure to a risk factor and the development of a disease. GLM: Links for modeling response distributions other than normal distribution as well as the computing help for commonly used statistical software. An extension of a linear regression model, some common distributions of data are generated from Binomial, Poisson, or Multinomial etc.. HLM: A linear regression model for data with multi-levels. Linear Regression : Links for theory of linear regression, its diagnostics and computing help of common statistical packages. A linear regression model relates a (continuous) response variable to one or more predictors through a linear equation. Power
Analysis & Sample Size: links for formulas and programs to calculate sample size and power for Panel Data : Statistical methods for data that are recorded over time for each subject. Structural Equations: Links for basic theory and packages for structural equations. Models for Structural Equations provide are to formulate, fit, and test some linear relationship among many quantitative observed variables. It is a confirmatory analysis. Selection Bias: Links for common methods such as instrumental variable methods and Heckman Models to address the selection bias in observational studies. Survival Data : links for statistical methods and packages that model time to events data and censored data. Provide introduction of methods to estimate the survival functions and regression models for survival times. Estimation Methods: Provide links to common estimation methods including MLE and method of moments. A Online Text book on Statistics Virtual Laboratories Probability and Statistics Tests: Kolmogorov-Smirnov Test for Comparing Distributions of Two Data SetsSign Test and Wilcoxon Sign-Rank test Tests for Categorical Variables
Power Analysis for ANOVA Designs Repeated Measure ANOVA with SAS Multivariate Statistical Analysis Applied Multivariate Statistical Analysis Factor AnalysisBrief Guide to Generalized Linear Models Concise Introduction on the Theory of GLM Statistical Software guide
Resources on Multi-level Modeling UCLA Resources on Multi-level Modeling Diagnostics for Multi-level Models
Power Analysis and Sample Size Power and Sample Size Calculator
Introduction to Linear Regression Models Applied Linear Regression Models
Path Analysis and Structural Equations
Introduction to Survival Data Analysis Short Guide to Survival Analysis The Cox Proportional Hazards Model
Calculators for Some Statistics Statistical Computation for Common Models U-Texas Statistical Consulting UCLA Statistical Computing Resources Indiana University Stat&Math Center Answers for Common Statistical Software
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