Algorithms for Efficient Learning Systems

Name: Algorithms for Efficient Learning Systems
Brand: VDM Verlag
SKU: 9783639210699
Price: 305.27 RON
Availability: InStock

Online and Active Learning Approaches

Autor: Eyda Ertekin

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Legare: Carte broșată

Editura: VDM Verlag

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In the last few decades, we have been witnessing an information revolution that can be traced back t...

Informații despre carte

Autor

Eyda Ertekin

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2009

Pagini

160

EAN

9783639210699

ISBN

3639210697

Enbook ID

06828994

Editura

VDM Verlag

Greutate

245

Dimensiuni

152 x 229 x 9

Descriere completă

In the last few decades, we have been witnessing an information revolution that can be traced back to the invention of integrated circuits and computer chips. The widespread use of electronic devices and computing resources has tremendously increased the rate at which we generate, gather and store data in every fields of science, business and engineering. Machine learning takes center stage in our quest for analyzing this vast amount of data and extracting latent knowledge from it. However, as the datasets grow, increased running time and memory constraints may become prohibitive. Additionally, real-world data can have noise and imbalanced class distribution, which adversely affect the generalization accuracy of learning algorithms. In order to cope with these challenges, science in the 21st century requires a different set of computational techniques and algorithms. This book presents methodologies that address these issues with the goal of improving scalability, computational and data efficiency and generalization performance of machine learning algorithms in the context of online and active learning with a particular focus on Support Vector Machines.

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Algorithms for Efficient Learning Systems

Online and Active Learning Approaches

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Descriere completă

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