Name: Support Vector Machines and Perceptrons: Learning, Optimization, Classification, and Application to Social Networks
Price: 54.54 EUR
Availability: InStock
Author: Murty, M. N. ; Raghava, Rashmi
ISBN: 9783319410623

portada Support Vector Machines and Perceptrons: Learning, Optimization, Classification, and Application to Social Networks

Support Vector Machines and Perceptrons: Learning, Optimization, Classification, and Application to Social Networks

Type

Physical Book

Author

M. N. Murty

Rashmi Raghava

Publisher

Springer

Language

English

Pages

Format

Paperback

Dimensions

23.4 x 15.6 x 0.6 cm

Weight

0.17 kg.

ISBN13

9783319410623

Synopsis "Support Vector Machines and Perceptrons: Learning, Optimization, Classification, and Application to Social Networks"

This work reviews the state of the art in SVM and perceptron classifiers. A Support Vector Machine (SVM) is easily the most popular tool for dealing with a variety of machine-learning tasks, including classification. SVMs are associated with maximizing the margin between two classes. The concerned optimization problem is a convex optimization guaranteeing a globally optimal solution. The weight vector associated with SVM is obtained by a linear combination of some of the boundary and noisy vectors. Further, when the data are not linearly separable, tuning the coefficient of the regularization term becomes crucial. Even though SVMs have popularized the kernel trick, in most of the practical applications that are high-dimensional, linear SVMs are popularly used. The text examines applications to social and information networks. The work also discusses another popular linear classifier, the perceptron, and compares its performance with that of the SVM in different application areas.>

Customers reviews

Have you read this book? Login to add your review.

More customer reviews

0% (0)
0% (0)
0% (0)
0% (0)
0% (0)

Questions and Answers about the Book

Do you have a question about the book? Login to be able to add your own question.

Opinions about Bookdelivery

More customer reviews

Support Vector Machines and Perceptrons: Learning, Optimization, Classification, and Application to Social Networks - Murty, M. N. ; Raghava, Rashmi

Synopsis "Support Vector Machines and Perceptrons: Learning, Optimization, Classification, and Application to Social Networks"

Customers reviews

Frequently Asked Questions about the Book

Is the book original?

In what language is the book written?

What is the format of this book?

Questions and Answers about the Book

Opinions about Bookdelivery