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Computer
Science |
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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. |
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ISBN: 0521836573
Hardcover: 424pages Cambridge University Press
30 Nov 2006
Price: S$112
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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.
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ISBN: 0521780292
Hardcover: 776 pages Cambridge University Press
14 Sep 2006
Price: S$141.75
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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. |
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ISBN: 1591583268
Hardcover: 300 pages
Libraries Unlimited
Mar 2006
Price: S$72
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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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All prices
are for Singapore market only, APD reserves the right to change without
prior notice |