Op werkdagen voor 23:00 besteld, morgen in huis Gratis verzending vanaf €20
, ,

Elements of Statistical Learning

Data Mining, Inference, and Prediction, Second Edition

Ingenaaid Engels 2009 9780387848570
Verwachte levertijd ongeveer 8 werkdagen

Samenvatting

This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketing 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 colour 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 factorisation, and spectral clustering. There is also a chapter on methods for "wide'' data (p bigger than n), including multiple testing and false discovery rates.

Specificaties

ISBN13:9780387848570
Taal:Engels
Bindwijze:ingenaaid
Aantal pagina's:745
Verschijningsdatum:9-2-2009
Hoofdrubriek:IT-management / ICT
ISSN:

Lezersrecensies

Wees de eerste die een lezersrecensie schrijft!

Geef uw waardering

Zeer goed Goed Voldoende Matig Slecht

Inhoudsopgave

Introduction.- Overview of supervised learning.- Linear methods for regression.- Linear methods for classification.- Basis expansions and regularization.- Kernel smoothing methods.- Model assessment and selection.- Model inference and averaging.- Additive models, trees, and related methods.- Boosting and additive trees.- Neural networks.- Support vector machines and flexible discriminants.- Prototype methods and nearest-neighbors.- Unsupervised learning.

Managementboek Top 100

Rubrieken

Populaire producten

    Personen

      Trefwoorden

        Elements of Statistical Learning