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Computer Science

ISBN: 0521813972
Hardcover: 476 pages Cambridge University Press
30 Sep 2006

Price: S$128
Kernel Methods for Pattern Analysis
by John Shawe-Taylor

Kernel methods provide a powerful and unified framework for pattern discovery, motivating algorithms that can act on general types of data (e.g. strings, vectors or text) and look for general types of relations (e.g. rankings, classifications, regressions, clusters). The application areas range from neural networks and pattern recognition to machine learning and data mining. This book, developed from lectures and tutorials, fulfils two major roles: firstly it provides practitioners with a large toolkit of algorithms, kernels and solutions ready to use for standard pattern discovery problems in fields such as bioinformatics, text analysis, image analysis. Secondly it provides an easy introduction for students and researchers to the growing field of kernel-based pattern analysis, demonstrating with examples how to handcraft an algorithm or a kernel for a new specific application, and covering all the necessary conceptual and mathematical tools to do so.


ISBN: 0521836573
Hardcover: 424pages Cambridge University Press
30 Nov 2006

Price: S$112

The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data
by Ronen Feldman

NText mining is a new and exciting area of computer science research that tries to solve the crisis of information overload by combining techniques from data mining, machine learning, natural language processing, information retrieval, and knowledge management. Similarly, link detection - a rapidly evolving approach to the analysis of text that shares and builds upon many of the key elements of text mining - also provides new tools for people to better leverage their burgeoning textual data resources. The Text Mining Handbook presents a comprehensive discussion of the state-of-the-art in text mining and link detection. In addition to providing an in-depth examination of core text mining and link detection algorithms and operations, the book examines advanced pre-processing techniques, knowledge representation considerations, and visualization approaches. Finally, the book explores current real-world, mission-critical applications of text mining and link detection in such varied fields as M&A business intelligence, genomics research and counter-terrorism activities.


ISBN: 0521780292

Hardcover: 776 pages Cambridge University Press
14 Sep 2006
Price: S$141.75

Mathematics of Digital Images - Creation, Compression, Restoration, Recognition
by S. G. Hoggar

Compression, restoration and recognition are three of the key components of digital imaging. The mathematics needed to understand and carry out all these components are explained here in a style that is at once rigorous and practical with many worked examples, exercises with solutions, pseudocode, and sample calculations on images. The introduction lists fast tracks to special topics such as Principal Component Analysis, and ways into and through the book, which abounds with illustrations. The first part describes plane geometry and pattern-generating symmetries, along with some on 3D rotation and reflection matrices. Subsequent chapters cover vectors, matrices and probability. These are applied to simulation, Bayesian methods, Shannon's information theory, compression, filtering and tomography. The book will be suited for advanced courses or for self-study. It will appeal to all those working in biomedical imaging and diagnosis, computer graphics, machine vision, remote sensing, image processing and information theory and its applications.


ISBN: 1591583268

Hardcover: 300 pages
Libraries Unlimited
Mar 2006
Price: S$72

Librarians Guide to Online Searching
by Suzanne S. Bell

To succeed as a searcher, all librarians require both a basic idea of how databases are put together, and a repository of concepts and techniques to draw upon. With such essentials well in hand, the searcher can plunge into almost any database that comes along and master its intricacies (and idiosyncrasies) in relatively short order. Bell's conversational style, coupled with her Searcher's Toolbox, promises increased flexibility and adaptability. This book will prove a handy guide for librarians in every conceivable information environment and across all levels of experience.

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