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Intelligent data analysis developing new methodologies through pattern discovery and recovery /

Pattern Recognition has a long history of applications to data analysis in business, military and social economic activities. While the aim of pattern recognition is to discover the pattern of a data set, the size of the data set is closely related to the methodology one adopts for analysis. This b...

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Bibliographic Details
Corporate Author: IGI Global.
Other Authors: Wang, Hsiao-Fan.
Format: Electronic
Language:English
Published: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2009.
Subjects:
Pattern perception > Data processing.
Artificial intelligence.
Intelligent data analysis
Fuzzy sets
Gene expression data
Pattern discovery
Blackbox algorithms
TREENET
Ecological data
Golden eagle satellite data
Atanassov's Intuitionistic Fuzzy Sets
Fuzzy neural network models
Knowledge discovery
Genetic learning
Evolutionary computing
Light scattering
Particle identification
Telecom industry
Cumulative prospect theory
Virtual sampling
Data construction analysis
Online Access:View fulltext via EzAccess
Table of Contents:
  • I. Automatic intelligent data analysis / Martin Spott, Detlef Nauck
  • II. Random fuzzy sets / Hung Nguyen, Vladik Kreinovich, Gang Xiang
  • III. Pattern discovery in gene expression data / Gráinne Kerr, Heather Ruskin, Martin Crane
  • IV. Using "blackbox" algorithms such as TreeNET and random forests for data-ming and for finding meaningful patterns, relationships and outliers in complex ecological data / Erica Craig, Falk Huettmann
  • V. A new approach to classification of imbalanced classes via Atanassov's intuitionistic fuzzy sets / Eulalia Szmidt, Marta Kukier
  • VI. Fuzzy neural network models for knowledge discovery / Arun Kulkarni, Sara McCaslin
  • VII. Genetic learning / Ivan Bruha
  • VIII. Evolutionary computing / Thomas Potok, Xiaohui Cui, Yu Jiao
  • IX. Particle identification using light scattering / M. Bartholomew-Biggs, Z. Ulanowski, S. Zakovic
  • X. Exact markov chain Monte Carlo algorithms and their applications in probabilistic data analysis and inference / Dominic Lee
  • XI. Design and development of knowledge bases for forward and reverse mappings of TIG welding process / J. Ganjigatti, Dilip Pratihar
  • XII. A fuzzy decision tree analysis of traffic fatalities in the US / Malcolm Beynon
  • XIII. New churn prediction strategies in the telecom industry / Dymitr Ruta, Christoph Adl, Detlef Nauck
  • XIV. Intelligent classification and ranking analyses using CaRBS / Malcolm Beynon
  • XV. Analysis of individual risk attitude for risk management based on cumulative prospect theory / Fei-Chen Hsu, Hsiao-Fan Wang
  • XVI. Neural networks and bootstrap methods for regression models with dependent errors / Francesco Giordano, Michele La Rocca, Cira Perna
  • XVII. Financial crisis modeling and prediction with a Hilbert-EMD-based SVM approach / Lean Yu, Shouyang Wang, Kin Lai
  • XVIII. Virtual sampling with data construction analysis / Chun-Jung Huang, Hsiao-Fan Wang, Shouyang Wang.

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