petrushev / statistical-rethinking

Solutions to some of the problems in "Statistical Rethinking"

statistical-rethinking

Solutions to some of the problems in "Statistical Rethinking"

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Table of contents

Chapter 3: Sampling

• 3H - hard problems 1, 2, 3, 4, 5

Chapter 4: Linear models

• 4H - hard problems 1, 2, 3

Chapter 5: Multivariate linear models

• 5H - hard problems 1, 3, 3

Chapter 6: Overfitting, Regularization, Information criteria

• 6H - hard problems

Chapter 7: Interactions

• Wines dataset

Chapter 8: MCMC

• 8H - hard problems 1, 2, 3

Chapter 10: Counting and Classification

• Prosocial chimpanzees, H2
• UC Berkeley admissions
• Oceanic islands tools
• H3
• H4

Chapter 11: Special and Mixture Distributions

• Ordered logistic regression, ordered categorical predictors
• Over-dispersed outcomes
• H: 1,2,3,4
• H5
• H6

Chapter 12: Multilevel Models

• Varying intercepts, M1
• H1
• H: 2, 3
• Bangladesh Fertility Survey - complete model

Chapter 13: Covariate multilevel inference and Gausian processes

• Covariate intercepts and slopes, M3
• Oceanic tools - auto-correlation model
• H1
• H2