Learning Kernel Classifiers

Learning Kernel Classifiers
Author: Ralf Herbrich
Publisher: MIT Press
Total Pages: 393
Release: 2022-11-01
Genre: Computers
ISBN: 0262546590

An overview of the theory and application of kernel classification methods. Linear classifiers in kernel spaces have emerged as a major topic within the field of machine learning. The kernel technique takes the linear classifier—a limited, but well-established and comprehensively studied model—and extends its applicability to a wide range of nonlinear pattern-recognition tasks such as natural language processing, machine vision, and biological sequence analysis. This book provides the first comprehensive overview of both the theory and algorithms of kernel classifiers, including the most recent developments. It begins by describing the major algorithmic advances: kernel perceptron learning, kernel Fisher discriminants, support vector machines, relevance vector machines, Gaussian processes, and Bayes point machines. Then follows a detailed introduction to learning theory, including VC and PAC-Bayesian theory, data-dependent structural risk minimization, and compression bounds. Throughout, the book emphasizes the interaction between theory and algorithms: how learning algorithms work and why. The book includes many examples, complete pseudo code of the algorithms presented, and an extensive source code library.

GIS for Sustainable Development

GIS for Sustainable Development
Author: Michele Campagna
Publisher: CRC Press
Total Pages: 557
Release: 2005-08-29
Genre: Nature
ISBN: 1420037846

GIS for Sustainable Development examines how GIS applications can improve collaboration in decision making among those involved in promoting sustainable development. This volume reviews leading GIScience, providing an overview of research topics and applications that enable GIS newcomers and professionals to apply GIScience methods to susta

Groupware: Design, Implementation, and Use

Groupware: Design, Implementation, and Use
Author: Jesus Favela
Publisher: Springer Science & Business Media
Total Pages: 393
Release: 2003-09-24
Genre: Computers
ISBN: 3540201173

This book constitutes the refereed proceedings of the 9th International Workshop on Groupware, CRIWG 2003, held in Autrans, France in September 2003. The 30 revised full papers presented together with an invited keynote paper were carefully reviewed and selected from 84 submissions. The papers are organized in topical sections on workspaces and groupware infrastructure, tailoring, groupware evaluation, flexible workflow, CSCL, awareness, supporting collaborative processes, workflow management systems, context in groupware, supporting communities.

Metainformatics

Metainformatics
Author: Uffe Kock Wiil
Publisher: Springer
Total Pages: 228
Release: 2005-07-11
Genre: Computers
ISBN: 3540321055

This volume contains the final proceedings of the 2004 Metainformatics Symposium (MIS 2004). The event was held during 15–18 September 2004 in Salzburg, Austria at Salzburg Research.

Advanced Software Engineering: Expanding the Frontiers of Software Technology

Advanced Software Engineering: Expanding the Frontiers of Software Technology
Author: Sergio F. Ochoa
Publisher: Springer
Total Pages: 179
Release: 2006-11-30
Genre: Computers
ISBN: 038734831X

On behalf of the Organizing Committee for this event, we are glad to welcome you to IWASE 2006, the First International Workshop on Advanced Software Engineering. We hope you will enjoy the traditional Chilean hospitality and, of course, please tell us how we can make your visit a pleasant and useful experience. The goal of this Workshop is to create a new forum for researchers, professionals and educators to discuss advanced software engineering topics. A distinctive feature of this Workshop is its attempt to foster interactions between the Latin-American software engineering community and computer scientists around the world. This is an opportunity to discuss with other researchers or simply to meet new colleagues. IWASE 2006 has been organized to facilitate strong interactions among those attending it and to offer ample time for discussing each paper. IWASE 2006 attracted 28 submissions from 14 countries, 8 of them outside Latin-America. Each of the 28 articles was reviewed by at least three members of the Program Committee. As a result of this rigorous reviewing process, 13 papers were accepted: nine fiill papers and four work-in-progress papers. These papers were grouped in four tracks; software architecture, software modeling, software development process and experiences in software development.

User Modeling 2005

User Modeling 2005
Author: Liliana Ardissono
Publisher: Springer Science & Business Media
Total Pages: 548
Release: 2005-07-18
Genre: Computers
ISBN: 3540278850

The 33 revised full papers and 30 poster summaries presented together with papers of 12 selected doctoral consortium articles and the abstracts of 3 invited lectures were carefully reviewed and selected from 160 submissions. The book offers topical sections on adaptive hypermedia, affective computing, data mining for personalization and cross-recommendation, ITS and adaptive advice, modeling and recognizing human activity, multimodality and ubiquitous computing, recommender systems, student modeling, user modeling and interactive systems, and Web site navigation support.

End User Development

End User Development
Author: Henry Lieberman
Publisher: Springer Science & Business Media
Total Pages: 496
Release: 2006-11-01
Genre: Computers
ISBN: 140205386X

This book makes important aspects of the international discussion on End User Development (EUD) available to a broader audience. It offers a unique set of contributions from research institutes worldwide, addressing relevant issues and proposing original solutions. This broad look at the emerging paradigm of End-User Development will inspire every reader to appreciate its potential for the future. Indeed, the editors hope that readers – "end-users" - will themselves become developers.

Computers Helping People with Special Needs

Computers Helping People with Special Needs
Author: Klaus Miesenberger
Publisher: Springer
Total Pages: 1383
Release: 2006-07-19
Genre: Computers
ISBN: 3540360212

This book constitutes the refereed proceedings of the 10th International Conference on Computers Helping People with Special Needs, ICCHP 2006, held in Linz, Austria, in July 2006. The 193 revised contributions presented were carefully reviewed and selected for inclusion in the book. The papers evaluate how various fields in computer science can contribute to helping people with various kinds of disabilities and impairment.