The Regression Cookbook
Twitter
Facebook
LinkedIn
Continuous Cuisine
Preface
Audience and Scope
1
Getting Ready for Regression Cooking!
2
Basic Cuisine: A Review on Probability and Frequentist Statistical Inference
Continuous Cuisine
3
Zestylicious Ordinary Least-squares Regression
4
Smoketastic Gamma Regression
5
Soup-erb Beta Regression
6
Crunchified Parametric Survival Regression
7
Butteryfied Semiparametric Survival Regression
Discrete Cuisine
8
Sauce-sational Binary Logistic Regression
9
Cheesified Binomial Logistic Regression
10
Bubblarious Classical Poisson Regression
11
Umami-zing Negative Binomial Regression
12
Spicetacular Zero-Inflated Poisson Regression
13
Herbalicious Generalized Poisson Regression
14
Picklified Multinomial Logistic Regression
15
Tang-tastic Ordinal Logistic Regression
References
Appendices
A
The Fusionified ML-Stats Dictionary
B
The Snazzalicious Greek Alphabet
C
The Chocolified Distributional Mind Map
D
The Sugartastic Regression Mind Map
Continuous Cuisine
mindmap root((Regression Analysis) Continuous <br/>Outcome Y Discrete <br/>Outcome Y
Figure 1: Initial regression analysis mind map where, depending on the type of outcome
\(Y\)
, we will split out modelling techniques into two large zones:
discrete
and
continuous
.
2
Basic Cuisine: A Review on Probability and Frequentist Statistical Inference
3
Zestylicious Ordinary Least-squares Regression