Linear Models with Python 9781138483958

Like its widely praised, best-selling companion version, Linear Models with R, this book replaces R with Python to seaml

1,274 213 4MB

English Pages 308 [309] Year 2020

Report DMCA / Copyright

DOWNLOAD FILE

Linear Models with Python
9781138483958

Author / Uploaded
Julian J. Faraway

Table of contents :
1.Introduction
2.Estimation
3.Inference
4.Prediction
5.Explanation
6.Diagnostics
7.Problems with the Predictors 8.Problems with the Errors
9.Transformation
10.Model Selection
11.Shrinkage Methods
12.Insurance Redlining —A Complete Example
13.Missing Data
14.Categorical Predictors
15.One Factor Models
16.Models with Several Factors 17.Experiments with Blocks
18.About Python

Polecaj historie

Linear Algebra Coding with Python: Python's application for linear algebra

3,826 662 3MB Read more

Hands-On Markov Models with Python 9781788625449

1,199 189 14MB Read more

Hands-On Markov Models with Python 3443720919, 9781789347999, 9781788623223

1,050 94 53MB Read more

Building Probabilistic Graphical Models with Python 1783289007, 9781783289004

This is a short, practical guide that allows data scientists to understand the concepts of Graphical models and enables

284 57 4MB Read more

Applied Linear Regression Models 0073013447, 9780073013442

1,471 109 4MB Read more

Building probabilistic graphical models with Python : solve machine learning problems using probabalistic graphical models implemented in Python with real-world applications 9781783289004, 1783289007

557 95 4MB Read more

Data Engineering with Python: Work with massive datasets to design data models and automate data pipelines using Python 183921418X, 9781839214189

Build, monitor, and manage real-time data pipelines to create data engineering infrastructure efficiently using open-sou

11,866 2,418 11MB Read more

Linear algebra with applications

2,012 363 13MB Read more

Bayesian data analysis in ecology using linear models with R, BUGS and Stan 9780128013700, 0128013702

1,404 188 4MB Read more

Linear and Generalized Linear Mixed Models and Their Applications [2 ed.] 9781071612811, 1071612816

942 102 4MB Read more