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

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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.
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Effective Use of Microsoft Enterprise Library: Building Blocks for Creating Enterprise Applications and Services
Effective Use of Microsoft Enterprise Library: Building Blocks for Creating Enterprise Applications and Services

Writing robust enterprise applications presents a special challenge for developers, but Microsoft has addressed that challenge with the free, downloadable Enterprise Library for the .NET Framework.

Enterprise Library is a collection of application blocks and guidance documents that together provide functionality common to enterprise...

Optical and Digital Techniques for Information Security (Advanced Sciences and Technologies for Security Applications)
Optical and Digital Techniques for Information Security (Advanced Sciences and Technologies for Security Applications)
This book comprehensively surveys the results of research investigation and technologies used to secure, verify, recognize, track, and authenticate objects and information from theft, counterfeiting, and manipulation by unauthorized persons and agencies. This book will draw on the diverse expertise in optical sciences and engineering, digital...
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The Corporation: The Pathological Pursuit of Profit and Power

In this compelling opus on reform, driven by extensive research, authoritative anecdotes, and insider interviews, eminent law professor and legal theorist Joel Bakan points out that as a legal and economic entity, the modern corporation is essentially pathological in nature, placing the profit motive above any social value or accountability....


Everything I Know about Marketing I Learned From Google
Everything I Know about Marketing I Learned From Google

Want Market Share? Google It!

“Google is a once-in-a-generation company. Aaron Goldman has written an essential book that goes beyond telling us how Google became so important to explaining why the revolution it’s leading will affect everyone in media and marketing.”
—Brian Morrissey,
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USB Complete: Everything You Need to Develop Custom USB Peripherals (Complete Guides series)
USB Complete: Everything You Need to Develop Custom USB Peripherals (Complete Guides series)
Now in its third edition, this developer's guide to the Universal Serial Bus (USB) interface covers all aspects of project development, including device programming and host application software. This book shows how to transform the information in the USB 3.0 specifications into functioning devices and application software that communicates with...
Applied Mathematics for Science and Engineering
Applied Mathematics for Science and Engineering

Prepare students for success in using applied mathematics for engineering practice and post-graduate studies

• moves from one mathematical method to the next sustaining reader interest and easing the application of the techniques
• Uses different examples from chemical, civil, mechanical and various
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