Bookcover of Websites Classification
Booktitle:

Websites Classification

Using Multi-class Support Vector Machines with Web Page Layout Weighting Scheme

VDM Verlag Dr. Müller (2009-09-14 )

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ISBN-13:

978-3-639-19710-5

ISBN-10:
3639197100
EAN:
9783639197105
Book language:
English
Blurb/Shorttext:
This book introduce a web page layout weighting scheme for HTML pre-process to deal with degree of importance of information from user’s visual perception point of view. By mapping from position, size, and depth of a web page to a degree of freedom, the layout weighting scheme generates a continuous right skew distribution to estimate the importance of a block on a web page of a website, so that we can weight importance of information components in a block for making classification more accuracy. Along with this layout weighting scheme, multi-class support vector machine classifiers are applied to implement classification architecture for websites classification. This book considers that selection of multi-class SVM and kernel functions should be different due to the different application domains, therefore this book proposed a layout weighting scheme and with different kernel functions used by multi-class support vector machine classifiers in experiments in order to find the best performance approach.
Publishing house:
VDM Verlag Dr. Müller
Website:
http://www.vdm-verlag.de
By (author) :
Kai-Liang Ko
Number of pages:
120
Published on:
2009-09-14
Stock:
Available
Category:
Informatics, IT
Price:
49.00 €
Keywords:
Websites Classification, Support Vector Machine, Data Mining, machine learning, Web Page Layout, Web Page Layout

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