Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond by Scholkopf, Bernhard
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond by Scholkopf, Bernhard

Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

A comprehensive introduction to Support Vector Machines and related kernel methods.In the 1990s, a new type of...
$321.08 AUD
$321.08 AUD
SKU: 9780262536578
Product Type: Books
Please hurry! Only 642 left in stock
Author: Bernhard Scholkopf
Format: Paperback
Language: English
Subtotal: $321.08
10 customers are viewing this product
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond by Scholkopf, Bernhard

Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

$321.08
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond by Scholkopf, Bernhard

Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

$321.08
Author: Bernhard Scholkopf
Format: Paperback
Language: English
Description
A comprehensive introduction to Support Vector Machines and related kernel methods.

In the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Machine (SVM). This gave rise to a new class of theoretically elegant learning machines that use a central concept of SVMs---kernels--for a number of learning tasks. Kernel machines provide a modular framework that can be adapted to different tasks and domains by the choice of the kernel function and the base algorithm. They are replacing neural networks in a variety of fields, including engineering, information retrieval, and bioinformatics.

Learning with Kernels provides an introduction to SVMs and related kernel methods. Although the book begins with the basics, it also includes the latest research. It provides all of the concepts necessary to enable a reader equipped with some basic mathematical knowledge to enter the world of machine learning using theoretically well-founded yet easy-to-use kernel algorithms and to understand and apply the powerful algorithms that have been developed over the last few years.



Author: Bernhard Scholkopf, Alexander J. Smola
Publisher: MIT Press
Published: 06/05/2018
Pages: 648
Binding Type: Paperback
Weight: 2.78lbs
Size: 10.00h x 8.00w x 1.30d
ISBN: 9780262536578
Audience: Young Adult

About the Author
Bernhard Schölkopf is Director at the Max Planck Institute for Intelligent Systems in Tübingen, Germany. He is coauthor of Learning with Kernels (2002) and is a coeditor of Advances in Kernel Methods: Support Vector Learning (1998), Advances in Large-Margin Classifiers (2000), and Kernel Methods in Computational Biology (2004), all published by the MIT Press.

Alexander J. Smola is Senior Principal Researcher and Machine Learning Program Leader at National ICT Australia/Australian National University, Canberra.
Shipping & Return

Returns Policy

You may return most new, unopened items within 30 days of delivery for a full refund. We'll also pay the return shipping costs if the return is a result of our error (you received an incorrect or defective item, etc.).

You should expect to receive your refund within four weeks of giving your package to the return shipper, however, in many cases you will receive a refund more quickly. This time period includes the transit time for us to receive your return from the shipper (5 to 10 business days), the time it takes us to process your return once we receive it (3 to 5 business days), and the time it takes your bank to process our refund request (5 to 10 business days).

If you need to return an item, simply login to your account, view the order using the "Complete Orders" link under the My Account menu and click the Return Item(s) button. We'll notify you via e-mail of your refund once we've received and processed the returned item.

Shipping

We can ship to virtually any address in the world. Note that there are restrictions on some products, and some products cannot be shipped to international destinations.

When you place an order, we will estimate shipping and delivery dates for you based on the availability of your items and the shipping options you choose. Depending on the shipping provider you choose, shipping date estimates may appear on the shipping quotes page.

Please also note that the shipping rates for many items we sell are weight-based. The weight of any such item can be found on its detail page. To reflect the policies of the shipping companies we use, all weights will be rounded up to the next full pound.

Review

Related Products

Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD
Example product title
$321.08 AUD
$321.08 AUD

Recently Viewed Products