Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) by Zhi-Hua Zhou
Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) by Zhi-Hua Zhou PDF, ePub eBook D0wnl0ad
An up-to-date, self-contained introduction to a state-of-the-art machine learning approach, Ensemble Methods: Foundations and Algorithms shows how these accurate methods are used in real-world tasks. It gives you the necessary groundwork to carry out further research in this evolving field.
After presenting background and terminology, the book covers the main algorithms and theories, including Boosting, Bagging, Random Forest, averaging and voting schemes, the Stacking method, mixture of experts, and diversity measures. It also discusses multiclass extension, noise tolerance, error-ambiguity and bias-variance decompositions, and recent progress in information theoretic diversity.
Moving on to more advanced topics, the author explains how to achieve better performance through ensemble pruning and how to generate better clustering results by combining multiple clusterings. In addition, he describes developments of ensemble methods in semi-supervised learning, active learning, cost-sensitive learning, class-imbalance learning, and comprehensibility enhancement.
From reader reviews:
Amanda Dell:
Why don't make it to be your habit? Right now, try to ready your time to do the important work, like looking for your favorite reserve and reading a book. Beside you can solve your short lived problem; you can add your knowledge by the guide entitled Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie). Try to the actual book Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) as your pal. It means that it can to become your friend when you truly feel alone and beside those of course make you smarter than before. Yeah, it is very fortuned for you. The book makes you much more confidence because you can know every thing by the book. So , let me make new experience in addition to knowledge with this book.
Joseph Ortiz:
Inside other case, little people like to read book Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie). You can choose the best book if you love reading a book. So long as we know about how is important any book Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie). You can add know-how and of course you can around the world by the book. Absolutely right, due to the fact from book you can know everything! From your country till foreign or abroad you will end up known. About simple thing until wonderful thing you could know that. In this era, we can open a book as well as searching by internet gadget. It is called e-book. You should use it when you feel weary to go to the library. Let's read.
Shaun Sae:
Reading a book make you to get more knowledge from the jawhorse. You can take knowledge and information from the book. Book is written or printed or descriptive from each source that will filled update of news. In this particular modern era like now, many ways to get information are available for a person. From media social similar to newspaper, magazines, science e-book, encyclopedia, reference book, book and comic. You can add your understanding by that book. Are you ready to spend your spare time to spread out your book? Or just seeking the Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) when you desired it?
Read Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) by Zhi-Hua Zhou for online ebook
Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) by Zhi-Hua Zhou Free PDF d0wnl0ad, audio books, books to read, good books to read, cheap books, good books, online books, books online, book reviews epub, read books online, books to read online, online library, greatbooks to read, PDF best books to read, top books to read Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) by Zhi-Hua Zhou books to read online.
No comments:
Post a Comment