Linear models with Python

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"Like its widely praised, best-selling companion version, Linear Models with R, this book replaces R with Python to seamlessly give a coherent exposition of the practice of linear modeling. Linear Models with Python offers up-to-date insight on essential data analysis topics, from estimation, inference, and prediction to missing data, factorial models, and block designs. Numerous examples illustrate how to apply the different methods using Python. Linear Models with Python explains how to use l…

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Title Statements

Full title :Linear models with Python / Julian J. Faraway.

Summary

Edition Statements

Publication Date:©2021
Edition:First edition

Publication Statements

Publisher(s):CRC Press, Taylor & Francis Group
Place of Publication:Boca Raton
Language:eng
Publication Date:©2021

Notes

"A Chapman & Hall Book" -- title page.

The Physical Object

Description:x, 298 pages : : illustrations ; : 25 cm.

Edition Identifiers

ISBN:9781138483958, 1138483958
oclc:on1190723453
LC Classification:QA279
Dewey Decimal:519.50285/5133

Introduction -- Estimation -- Inference -- Prediction -- Explanation -- Diagnostics -- Problems with predictors -- Problems with the error -- Transformation -- Model selection -- Shrinkage methods -- Insurance redlining-a complete example -- Missing data -- Categorical predictors -- One-factor models -- Models with several factors -- Experiments with blocks.