Coding Ockham's Razor

ISBN-13: 9783319764320 / Angielski / Twarda / 2018 / 175 str.

Lloyd Allison

Opis

Accompanied by a library of software, this book can assist an applications programmer, student or researcher in the fields of data analysis or machine learning to write computer programs based upon this principle. Inference has been around for nearly 50 years and yet only one highly technical book has been written about the subject.

Recenzje

"The GNU GPL licensed library is well documented and can be easily used and extended to the user's needs. A lot of instructive examples for problem solving with this software are presented in the book and even have been coded for the reader's convenience." (Rainer Horsch, zbMATH 1409.68001, 2019)

Spis treści

1 Introduction.- 2 Discrete.- 3 Integers.- 4 Continuous.- 5 Function-Models.- 6 Multivariate.- 7 Mixture Models.- 8 Function-Models 2.- 9 Vectors.- 10 Linear Regression.- 11 Graphs.- 12 Bits and Pieces.- 13 An Implementation.- 14 Glossary.