Advances in Data Mining

Medical Applications, E-Commerce, Marketing, and Theoretical Aspects

By: Petra Perner (Editor)

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Paperback | 7 July 2008

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446 Pages

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ICDM / MLDM Medaillie (limited edition) Meissner Porcellan, the "White Gold" of King August the Strongest of Saxonia ICDM 2008 was the eighth event of the Industrial Conference on Data Mining held in Leipzig (www.data-mining-forum.de). For this edition the Program Committee received 116 submissions from 20 countries. After the peer-review process, we accepted 36 high-quality papers for oral presentation, which are included in these proceedings. The topics range from aspects of classification and prediction, clustering, Web mining, data mining in medicine, applications of data mining, time series and frequent pattern mining, and association rule mining. Thirteen papers were selected for poster presentations that are published in the ICDM Poster Proceeding Volume. In conjunction with ICDM there were three workshops focusing on special hot application-oriented topics in data mining. The workshop Data Mining in Life Science DMLS 2008 was held the third time this year and the workshop Data Mining in Marketing DMM 2008 ran for the second time this year. Additionally, we introduced an International Workshop on Case-Based Reasoning for Multimedia Data CBR-MD.

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Lifescience and Biotechnological Applications for Data Mining
Prototypes for Medical Case-Based Applications	p. 1
Hopfield Networks in Relevance and Redundancy Feature Selection Applied to Classification of Biomedical High-Resolution Micro-CT Images	p. 16
Modelling Medical Time Series Using Grammar-Guided Genetic Programming	p. 32
Data Mining with Neural Networks for Wheat Yield Prediction	p. 47
Experiences Using Clustering and Generalizations for Knowledge Discovery in Melanomas Domain	p. 57
Noisy Image Segmentation by a Robust Clustering Algorithm Based on DC Programming and DCA	p. 72
An Application for Electroencephalogram Mining for Epileptic Seizure Prediction	p. 87
An Infrastructure for Mining Medical Multimedia Data	p. 102
Realizing Modularized Knowledge Models for Heterogeneous Application Domains	p. 114
Clustering and Classification
GEP-Induced Expression Trees as Weak Classifiers	p. 129
Projection with Double Nonlinear Integrals for Classification	p. 142
Local Modelling in Classification	p. 153
Improving Imbalanced Multidimensional Dataset Learner Performance with Artificial Data Generation: Density-Based Class-Boost Algorithm	p. 165
CPL Clustering with Feature Costs	p. 177
Association Rule Mining
Relative Linkage Disequilibrium: A New Measure for Association Rules	p. 189
Weighted Association Rule Mining from Binary and Fuzzy Data	p. 200
E-Mail, WebMining
A Comparative Impact Study of Attribute Selection Techniques on Naive Bayes Spam Filters	p. 213
The Impact of Noise in Spam Filtering: A Case Study	p. 228
Designing Specific Weighted Similarity Measures to Improve Collaborative Filtering Systems	p. 242
Browsing Assistance Service for Intranet Information Systems	p. 256
WebAngels Filter: A Violent Web Filtering Engine Using Textual and Structural Content-Based Analysis	p. 268
Mining Unexpected Web Usage Behaviors	p. 283
Information Retrieval
Generalized Graph Matching for Data Mining and Information Retrieval	p. 298
Industrial Applications
Contrast-Set Mining of Aircraft Accidents and Incidents	p. 313
Using Data Mining to Build Integrated Discrete Event Simulations	p. 323
Control Charts of Workflows	p. 330
Frequent Item Set, Sequence Mining
Maximum Margin Active Learning for Sequence Labeling with Different Length	p. 345
An Efficient Similarity Searching Algorithm Based on Clustering for Time Series	p. 360
Efficient String Mining under Constraints Via the Deferred Frequency Index	p. 374
Aspects of Data Mining
Autonomous Forex Trading Agents	p. 389
An Exploration into the Power of Formal Concept Analysis for Domestic Violence Analysis	p. 404
Leatherbacks Matching by Automated Image Recognition	p. 417
Author Index	p. 427
Table of Contents provided by Ingram. All Rights Reserved.

Advances in Data Mining

Medical Applications, E-Commerce, Marketing, and Theoretical Aspects

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Paperback

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