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Discovery Science(发现科学/会议录)

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Discovery Science(发现科学/会议录)

最 低 价:¥569.50

定 价:¥632.80

作 者:EinoshinSuzuki 著

出 版 社:北京燕山出版社

出版时间:2004-11-1

I S B N:3540233571

价格
569.50元

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内容简介

  This book constitutes the refereed proceedings of the 7th International Conference on Discovery Science, DS 2004, held in Padova, Italy in October 2004.
The 20 revised long papers and the 19 revised regular papers presented were carefully reviewed and selected from 80 submissions. The papers are organized in topical sections on pattern mining, classification, outlier detection, clustering, feature construction and generation, knowledge acquisition, discovery science in reality, machine learning algorithms, Web mining, applications of predictive methods, and interdisciplinary approaches.

作者简介

目录

Long Papers
Pattern Mining
Predictive Graph Mining
 An Efficient Algorithm for Enumerating Closed Patterns in Transaction Databases
 Finding Optimal Pairs of Cooperative and Competing Patterns with Bounded Distance
Classification
 Mining Noisy Data Streams via a Discriminative Model
 CorClass: Correlated Association Rule Mining for Classification
 Maximum a Posteriori Tree Augmented Naive Bayes Classifiers
Outlier Detection
 Improving Prediction of Distance-Based Outliers
 Detecting Outliers via Logical Theories and Its Data Complexity
Clustering
 Fast Hierarchical Clustering Algorithm Using Locality-Sensitive Hashing
 Measuring the Similarity for Heterogenous Data: An Ordered Probability-Based Approach
Feature Construction and Generation
 Constructive Inductive Learning Based on Meta-attributes
 Resemblance Coefficient and a Quantum Genetic Algorithm for Feature Selection
Knowledge Acquisition
 Enhancing SVM with Visualization
 An Associative Information Retrieval Based on the Dependency of Term Co-occurrence
 On the Convergence of Incremental Knowledge Base Construction
Discovery Science in Reality
 Privacy Problems with Anonymized Transaction Databases
 A Methodology for Biologically Relevant Pattern Discovery from Gene Expression Data
 Using the Computer to Study the Dynamics of the Handwriting Processes
 Product Recommendation in e-Commerce Using Direct and Indirect Confidence for Historical User SessionsN
Regular Papers
Applications of Predictive Methods
Inerdisciplinary Approaches
Author Index

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