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Foundations of Computational Intelligence 06

Data Mining

von Springer

Computational tools or solutions based on intelligent systems are being used effectively in data mining applications. This book, one of a series on the foundations of Computational Intelligence, is focused on applications of techniques for data mining.

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Produktbeschreibung

Foundations of Computational Intelligence Volume 6: Data Mining: Theoretical Foundations and Applications Finding information hidden in data is as theoretically difficult as it is practically important. With the objective of discovering unknown patterns from data, the methodologies of data mining were derived from statistics, machine learning, and artificial intelligence, and are being used successfully in application areas such as bioinformatics, business, health care, banking, retail, and many others. Advanced representation schemes and computational intelligence techniques such as rough sets, neural networks; decision trees; fuzzy logic; evolutionary algorithms; arti- cial immune systems; swarm intelligence; reinforcement learning, association rule mining, Web intelligence paradigms etc. have proved valuable when they are - plied to Data Mining problems. Computational tools or solutions based on intel- gent systems are being used with great success in Data Mining applications. It is also observed that strong scientific advances have been made when issues from different research areas are integrated. This Volume comprises of 15 chapters including an overview chapter providing an up-to-date and state-of-the research on the applications of Computational Int- ligence techniques for Data Mining. The book is divided into 3 parts: Part-I: Data Click Streams and Temporal Data Mining Part-II: Text and Rule Mining Part-III: Applications Part I on Data Click Streams and Temporal Data Mining contains four chapters that describe several approaches in Data Click Streams and Temporal Data Mining. 

Inhaltsverzeichnis

Data Click Streams and Temporal Data Mining.- Mining and Analysis of Clickstream Patterns.- An Overview on Mining Data Streams.- Data Stream Mining Using Granularity-Based Approach.- Time Granularity in Temporal Data Mining.- Mining User Preference Model from Utterances.- Text and Rule Mining.- Text Summarization: An Old Challenge and New Approaches.- From Faceted Classification to Knowledge Discovery of Semi-structured Text Records.- Multi-value Association Patterns and Data Mining.- Clustering Time Series Data: An Evolutionary Approach.- Support Vector Clustering: From Local Constraint to Global Stability.- New Algorithms for Generation Decision Trees-Ant-Miner and Its Modifications.- Data Mining Applications.- Automated Incremental Building of Weighted Semantic Web Repository.- A Data Mining Approach for Adaptive Path Planning on Large Road Networks.- Linear Models for Visual Data Mining in Medical Images.- A Framework for Composing Knowledge Discovery Workflows in Grids.- Distributed Data Clustering: A Comparative Analysis. 

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Produktdetails

Medium: Buch
Format: Gebunden
Seiten: X, 402
Sprache: Englisch
Erschienen: April 2009
Sonstiges: Book
Maße: 243 x 164 mm
Gewicht: 740 g
ISBN-10: 3642010903
ISBN-13: 9783642010903
Verlagsbestell-Nr.: 12573332

Bestell-Nr.: 5052458 
Libri-Verkaufsrang (LVR):
Libri-Relevanz: 0 (max 9.999)
Bestell-Nr. Verlag: 12573332

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KNO-SAMMLUNG: Studies in Computational Intelligence 206
KNOABBVERMERK: 2009. x, 400 S. X, 400 p. 235 mm
KNOSONSTTEXT: Book
KNOMITARBEITER: Herausgegeben:Abraham, Ajith; Hassanien, Aboul-Ella; Carvalho, Andr‚ Ponce de Leon F. de; Sn sel, Vaclav
KNOTEILBAND: Vol.6
Einband: Gebunden
Sprache: Englisch
Beilage(n): ,

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