This book constitutes the thoroughly refereed postproceedings of the Second International Workshop on Active Mining, AM 2003, held in Maebashi, Japan, in October 2003 as a satellite workshop of ISMIS 2003.
The 16 revised full papers presented together with 2 tutorial papers and an overview of the Japanese Active Mining Project went through 2 rounds of reviewing and improvement and were selected from initialy 38 submissions. The papers are organized in topical sections on active information collection, active data mining, and active user reaction. Many current aspects of active mining are addressed, ranging from theoretical and methodological topics to algorithms and their applications in fields such as bioinformatics, medicine, and life science more generally.
Author(s): Shusaku Tsumoto, Takahira Yamaguchi, Masayuki Numao, Hiroshi Motoda (auth.), Shusaku Tsumoto, Takahira Yamaguchi, Masayuki Numao, Hiroshi Motoda (eds.)
Series: Lecture Notes in Computer Science 3430 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2005
Language: English
Pages: 348
Tags: Database Management; Artificial Intelligence (incl. Robotics); Algorithm Analysis and Problem Complexity; Health Informatics; Bioinformatics
Front Matter....Pages -
Active Mining Project: Overview....Pages 1-10
Computational and Statistical Methods in Bioinformatics....Pages 11-33
Indexing and Mining Audiovisual Data....Pages 34-58
Relevance Feedback Document Retrieval Using Support Vector Machines....Pages 59-73
Micro View and Macro View Approaches to Discovered Rule Filtering....Pages 74-91
Mining Chemical Compound Structure Data Using Inductive Logic Programming....Pages 92-111
First-Order Rule Mining by Using Graphs Created from Temporal Medical Data....Pages 112-125
Extracting Diagnostic Knowledge from Hepatitis Dataset by Decision Tree Graph-Based Induction....Pages 126-151
Data Mining Oriented CRM Systems Based on MUSASHI: C-MUSASHI....Pages 152-173
Investigation of Rule Interestingness in Medical Data Mining....Pages 174-189
Experimental Evaluation of Time-Series Decision Tree....Pages 190-209
Spiral Multi-aspect Hepatitis Data Mining....Pages 210-235
Sentence Role Identification in Medline Abstracts: Training Classifier with Structured Abstracts....Pages 236-254
CHASE 2 – Rule Based Chase Algorithm for Information Systems of Type λ ....Pages 255-267
Empirical Comparison of Clustering Methods for Long Time-Series Databases....Pages 268-286
Spiral Mining Using Attributes from 3D Molecular Structures....Pages 287-302
Classification of Pharmacological Activity of Drugs Using Support Vector Machine....Pages 303-311
Cooperative Scenario Mining from Blood Test Data of Hepatitis B and C....Pages 312-335
Integrated Mining for Cancer Incidence Factors from Healthcare Data....Pages 336-347
Back Matter....Pages -
