Download EBOOK The Elements of Statistical Learning: Data Mining, Inference and Prediction PDF for free
 
Category: Science & Geography
The author of the book: Trevor Hastie
Format files: PDF, EPUB, TXT, DOCX
The size of the: 32.99 MB
Language: English
ISBN13: 9780387952840
Edition: SpringerVerlag New York Inc.
Date of issue: 31 December 2001

Description of the book "The Elements of Statistical Learning: Data Mining, Inference and Prediction":
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 PDF is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It should be 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 and path algorithms for the lasso, non ePubnegative 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. Trevor Hastie, Robert Tibshirani, and Jerome Friedman are professors of statistics at Stanford University. They are prominent researchers in this area: Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Hastie codeveloped much of the statistical modeling software and environment in R/SPLUS and invented principal curves and surfaces. Tibshirani proposed the lasso and is coauthor of the very successful "An Introduction to PDF the Bootstrap". Friedman is the coinventor of many datamining tools including CART, MARS, projection pursuit and gradient boosting.
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Trevor Hastie
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