Cetinkaya-Rundel M., Hardin J. Introduction to Modern Statistics 2024

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Cetinkaya-Rundel M., Hardin J. Introduction to Modern Statistics 2024

Textbook in PDF format Preface Introduction to data Hello data Study design Applications: Data Exploratory data analysis Exploring categorical data Exploring numerical data Applications: Explore Regression modeling Linear regression with a single predictor Linear regression with multiple predictors Logistic regression Applications: Model Foundations of inference Hypothesis testing with randomization Confidence intervals with bootstrapping Inference with mathematical models Decision Errors Applications: Foundations Statistical inference Inference for a single proportion Inference for comparing two proportions Inference for two-way tables Inference for a single mean Inference for comparing two independent means Inference for comparing paired means Inference for comparing many means Applications: Infer Inferential modeling Inference for linear regression with a single predictor Inference for linear regression with multiple predictors Inference for logistic regression Applications: Model and infer Appendices Exercise solutions References