Evaluating Learning Algorithms

Name: Evaluating Learning Algorithms
Brand: Cambridge University Press
SKU: 9781107653115
Price: 410.29 RON
Availability: InStock

Autor: Nathalie Japkowicz, Mohak Shah

Limbă:

Legare: Carte broșată

Editura: Cambridge University Press

Disponibilitate: În depozitul extern

Expediem în 9-15 zile

410.29 lei

The field of machine learning has matured to the point where many sophisticated learning approaches...

Informații despre carte

Autor

Nathalie Japkowicz, Mohak Shah

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2014

Pagini

424

EAN

9781107653115

ISBN

1107653118

Enbook ID

02432013

Editura

Cambridge University Press

Greutate

660

Dimensiuni

147 x 234 x 23

Descriere completă

The field of machine learning has matured to the point where many sophisticated learning approaches can be applied to practical applications. Thus it is of critical importance that researchers have the proper tools to evaluate learning approaches and understand the underlying issues. This book examines various aspects of the evaluation process with an emphasis on classification algorithms. The authors describe several techniques for classifier performance assessment, error estimation and resampling, obtaining statistical significance as well as selecting appropriate domains for evaluation. They also present a unified evaluation framework and highlight how different components of evaluation are both significantly interrelated and interdependent. The techniques presented in the book are illustrated using R and WEKA, facilitating better practical insight as well as implementation. Aimed at researchers in the theory and applications of machine learning, this book offers a solid basis for conducting performance evaluations of algorithms in practical settings.

S-ar putea să te intereseze

Clienții care au cumpărat această carte au mai cumpărat și

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Evaluating Learning Algorithms

Informații despre carte

Descriere completă

S-ar putea să te intereseze

Japanese Gardens Revealed and Explained

My Farmyard Play Book

Erosion – American Environments and the Anxiety of Disappearance

The Upanishads, Part I

Fantastic Line Art of Arthur Rackham

The Lord Is My Shepherd

Migloo's Day

Hydraulic Structures

Understanding Neurology a problem-orientated approach

Black Frankenstein

Sin

Alpha Force: Hostage

Forest Tragedy, and Other Tales. by Grace Greenwood [Pseud.]

Stoke-On-Trent & Macclesfield

Clienții care au cumpărat această carte au mai cumpărat și

Handlungsorientierung im Geschichtsunterricht

Studies in Byzantine Sigillography. Volume 12

Povídky z šuplíku

நன்றாக உறங்கு, சிறிய ஓநா&#2991

Alexander Fleming, trafic de bactéries

Events und Emotionen

Marktorientierte Bewertung auslandischer Direktinvestitionen