The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) Book PDF, ePub eBook

Join our eBook service for unlimited books & audiobooks. Get a free 7 day subscription! ↓↓↓↓↓


Book Descriptions:

During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting---the first comprehensive treatment of this topic in any book.

This major new edition features many topics not covered in the original, including graphical models, random forests, ensemble methods, least angle regression & path algorithms for the lasso, non-negative matrix factorization, and spectral clustering. There is also a chapter on methods for ``wide'' data (p bigger than n), including multiple testing and false discovery rates.

The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) by Trevor Hastie, Robert Tibshirani, Jerome Friedman

From reader reviews:

Valerie Hemming:

The particular book The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) will bring someone to the new experience of reading a book. The author style to spell out the idea is very unique. If you try to find new book to study, this book very appropriate to you. The book The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) is much recommended to you to see. You can also get the e-book through the official web site, so you can quickly to read the book.

Carlos Quirk:

A lot of people always spent their very own free time to vacation as well as go to the outside with them family or their friend. Are you aware? Many a lot of people spent that they free time just watching TV, or playing video games all day long. If you wish to try to find a new activity honestly, that is look different you can read a new book. It is really fun in your case. If you enjoy the book you read you can spent the entire day to reading a publication. The book The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) it doesn't matter what good to read. There are a lot of people who recommended this book. These people were enjoying reading this book. In case you did not have enough space to deliver this book you can buy the e-book. You can m0ore very easily to read this book through your smart phone. The price is not too costly but this book features high quality.

George Degregorio:

People live in this new morning of lifestyle always aim to and must have the spare time or they will get wide range of stress from both everyday life and work. So , when we ask do people have time, we will say absolutely indeed. People is human not only a robot. Then we ask again, what kind of activity are there when the spare time coming to an individual of course your answer will unlimited right. Then do you ever try this one, reading ebooks. It can be your alternative within spending your spare time, the actual book you have read is usually The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics).

Kelli Smith:

Your reading sixth sense will not betray you, why because this The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) e-book written by well-known writer who knows well how to make book which might be understand by anyone who also read the book. Written inside good manner for you, still dripping wet every ideas and creating skill only for eliminate your own hunger then you still uncertainty The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) as good book not merely by the cover but also by content. This is one guide that can break don't ascertain book by its deal with, so do you still needing an additional sixth sense to pick this particular!? Oh come on your looking at sixth sense already alerted you so why you have to listening to a different sixth sense.