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Home > Computing and Information Technology > Computer science > Artificial intelligence > Advanced Methods for Knowledge Discovery from Complex Data: (Advanced Information and Knowledge Processing)
Advanced Methods for Knowledge Discovery from Complex Data: (Advanced Information and Knowledge Processing)

Advanced Methods for Knowledge Discovery from Complex Data: (Advanced Information and Knowledge Processing)


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About the Book

This book brings together research articles by active practitioners & leading researchers reporting recent advances in the field of knowledge discovery. An overview of the field, looking at the issues & challenges involved is followed by coverage of recent trends in data mining. This provides the context for the subsequent chapters on methods & applications. Part I is devoted to the foundations of mining different types of complex data like trees, graphs, links & sequences. A knowledge discovery approach based on problem decomposition is also described. Part II presents important applications of advanced mining techniques to data in unconventional & complex domains, such as life sciences, world-wide web, image databases, cyber security & sensor networks. With a good balance of introductory material on the knowledge discovery process, advanced issues & state-of-the-art tools & techniques, this book will be useful to students at Masters & PhD level in Computer Science, as well as practitioners in the field.

Table of Contents:
Foundations.- Knowledge Discovery and Data Mining.- Automatic Discovery of Class Hierarchies via Output Space Decomposition.- Graph-based Mining of Complex Data.- Predictive Graph Mining with Kernel Methods.- TreeMiner: An Efficient Algorithm for Mining Embedded Ordered Frequent Trees.- Sequence Data Mining.- Link-based Classification.- Applications.- Knowledge Discovery from Evolutionary Trees.- Ontology-Assisted Mining of RDF Documents.- Image Retrieval using Visual Features and Relevance Feedback.- Significant Feature Selection Using Computational Intelligent Techniques for Intrusion Detection.- On-board Mining of Data Streams in Sensor Networks.- Discovering an Evolutionary Classifier over a High-speed Nonstatic Stream.


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Product Details
  • ISBN-13: 9781852339890
  • Publisher: Springer London Ltd
  • Publisher Imprint: Springer London Ltd
  • Height: 235 mm
  • No of Pages: 369
  • Returnable: Y
  • Width: 155 mm
  • ISBN-10: 1852339896
  • Publisher Date: 09 Nov 2005
  • Binding: Hardback
  • Language: English
  • Returnable: Y
  • Series Title: Advanced Information and Knowledge Processing


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Advanced Methods for Knowledge Discovery from Complex Data: (Advanced Information and Knowledge Processing)
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