Название: Machine Learning for Email: Spam Filtering and Priority InboxАвтор: Drew Conway, John White
Издательство: O'Reilly Media
Год: 2011
ISBN: 9781449314309
Формат: pdf
Страниц: 148
Размер: 125,7 mb
Язык: English
You’ll learn how to write algorithms that automatically sort and redirect email based on statistical patterns. Authors Drew Conway and John Myles White approach the process in a practical fashion, using a case-study driven approach rather than a traditional math-heavy presentation.
This book also includes a short tutorial on using the popular R language to manipulate and analyze data. You’ll get clear examples for analyzing sample data and writing machine learning programs with R.
• Mine email content with R functions, using a collection of sample files
• Analyze the data and use the results to write a Bayesian spam classifier
• Rank email by importance, using factors such as thread activity
• Use your email ranking analysis to write a priority inbox program
• Test your classifier and priority inbox with a separate email sample set