数据挖掘进展

出版时间：2006-12  出版社：湖北辞书出版社  作者：Perner, Petra  页数：592  

内容概要

This book constitutes the refereed proceedings of the 6th Industrial Conference on Data Mining, ICDM 2006, held in Leipzig, Germany in July 2006.    The 45 revised full papers presented were carefully reviewed and selected from 156 submissions. The papers are organized in topical sections on data mining in medicine, Web mining and logfile analysis, theoretical aspects of data mining, data mining in marketing, mining signals and images, and aspects of data mining, what means applications such as intrusion detection, knowledge management, manufacturing process control, time-series mining and criminal investigations.

书籍目录

Data Mining in Medicine  Using Prototypes and Adaptation Rules for Diagnosis of Dysmorphic Syndromes  OVA Scheme vs. Single Machine Approach in Feature Selection for Microarray Datasets  Similarity Searching in DNA Sequences by Spectral Distortion Measures  Multispecies Gene Entropy Estimation, a Data Mining Approach  A Unified Approach for Discovery of Interesting Association Rules in Medical Databases  Named Relationship Mining from Medical Literature  Experimental Study of Evolutionary Based Method of Rule Extraction from Neural Networks in Medical DataWeb Mining and Logfile Analysis  HTTPHunting: An IBR Approach to Filtering Dangerous HTTP Traffic  A Comparative Performance Study of Feature Selection Methods for the Anti-spam Filtering Domain  The LNAI series reports state-of-the-art results in artificial intelligence re-search, development, and education, at a high level and in both printed and  electronic form. Enjoying tight cooperation with the R&D community, with  numerous individuals, as well as with prestigious organizations and societies,  LNAI has grown into the most comprehensive artificial intelligence research  forum available.  The scope of LNAI spans the whole range of artificial intelligence and intelli-  gent information processing including interdisciplinary topics in a variety of  application fields. The type of material published traditionally includes  Evaluation of Web Robot Discovery Techniques: A BenchmarkingStudy  Data Preparation of Web Log Files for Marketing Aspects Analyses  UP-DRES: User Profiling for a Dynamic REcommendation System  Improving Effectiveness on Clickstream Data Mining  Conceptual Knowledge Retrieval with FooCA: Improving Web Search  Engine Results with Contexts and Concept HierarchiesTheoretical Aspects of Data Mining  A Pruning Based Incremental Construction Algorithm of Concept  LatticeAssociation Rule Mining with Chi-Squared Test Using Alternate  Genetic Network Programming  Ordinal Classification with Monotonicity Constraints  Local Modelling in Classification on Different Feature Subspaces  Supervised Selection of Dynamic Features, with an Application  to Telecommunication Data Preparation  Using Multi-SOMs and Multi-Neural-Gas as Neural Classifiers  Derivative Free Stochastic Discrete Gradient Method with Adaptive Mutation    ……Data Mining in MarketingMining Signals and ImgesAspects of Data MiningAnthor Index