This book constitutes the refereed proceedings of the 8th International Conference on Discovery Science, DS 2005, held in Singapore in October 2005, co-located with the International Conference on Algorithmic Learning Theory (ALT 2005).
The 21 revised long papers and the 6 revised regular papers presented together with 9 project reports and 5 invited papers were carefully reviewed and selected from 112 submissions. The papers cover all issues in the area of automating scientific discovery or working on tools for supporting the human process of discovery in science.
Author(s): Gary Bradshaw (auth.), Achim Hoffmann, Hiroshi Motoda, Tobias Scheffer (eds.)
Series: Lecture Notes in Computer Science 3735 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2005
Language: English
Pages: 404
Tags: Artificial Intelligence (incl. Robotics); Database Management; Information Storage and Retrieval; Computer Appl. in Administrative Data Processing; Computer Appl. in Social and Behavioral Sciences
Front Matter....Pages -
Invention and Artificial Intelligence....Pages 1-13
Algorithms and Software for Collaborative Discovery from Autonomous, Semantically Heterogeneous, Distributed Information Sources....Pages 14-14
Training Support Vector Machines via SMO-Type Decomposition Methods....Pages 15-15
The Robot Scientist Project....Pages 16-25
The Arrowsmith Project: 2005 Status Report....Pages 26-43
Practical Algorithms for Pattern Based Linear Regression....Pages 44-56
Named Entity Recognition for the Indonesian Language: Combining Contextual, Morphological and Part-of-Speech Features into a Knowledge Engineering Approach....Pages 57-69
Bias Management of Bayesian Network Classifiers....Pages 70-83
A Bare Bones Approach to Literature-Based Discovery: An Analysis of the Raynaud’s/Fish-Oil and Migraine-Magnesium Discoveries in Semantic Space....Pages 84-98
Assisting Scientific Discovery with an Adaptive Problem Solver....Pages 99-112
Cross-Language Mining for Acronyms and Their Completions from the Web....Pages 113-123
Mining Frequent δ -Free Patterns in Large Databases....Pages 124-136
An Experiment with Association Rules and Classification: Post-Bagging and Conviction....Pages 137-149
Movement Analysis of Medaka ( Oryzias Latipes ) for an Insecticide Using Decision Tree....Pages 150-162
Support Vector Inductive Logic Programming....Pages 163-175
Measuring Over-Generalization in the Minimal Multiple Generalizations of Biosequences....Pages 176-188
The q -Gram Distance for Ordered Unlabeled Trees....Pages 189-202
Monotone Classification by Function Decomposition....Pages 203-214
Learning On-Line Classification via Decorrelated LMS Algorithm: Application to Brain-Computer Interfaces....Pages 215-226
An Algorithm for Mining Implicit Itemset Pairs Based on Differences of Correlations....Pages 227-240
Pattern Classification via Single Spheres....Pages 241-252
SCALETRACK: A System to Discover Dynamic Law Equations Containing Hidden States and Chaos....Pages 253-266
Exploring Predicate-Argument Relations for Named Entity Recognition in the Molecular Biology Domain....Pages 267-280
Massive Biomedical Term Discovery....Pages 281-293
Active Constrained Clustering by Examining Spectral Eigenvectors....Pages 294-307
Learning Ontology-Aware Classifiers....Pages 308-321
Automatic Extraction of Proteins and Their Interactions from Biological Text....Pages 322-329
A Data Analysis Approach for Evaluating the Behavior of Interestingness Measures....Pages 330-337
Unit Volume Based Distributed Clustering Using Probabilistic Mixture Model....Pages 338-345
Finding Significant Web Pages with Lower Ranks by Pseudo-Clique Search....Pages 346-353
CLASSIC’CL: An Integrated ILP System....Pages 354-362
Detecting and Revising Misclassifications Using ILP....Pages 363-370
Self-generation of Control Rules Using Hierarchical and Nonhierarchical Clustering for Coagulant Control of Water Treatment Plants....Pages 371-373
A Semantic Enrichment of Data Tables Applied to Food Risk Assessment....Pages 374-376
Knowledge Discovery Through Composited Visualization, Navigation and Retrieval....Pages 377-379
A Tabu Clustering Method with DHB Operation and Mergence and Partition Operation....Pages 380-382
Discovering User Preferences by Using Time Entries in Click-Through Data to Improve Search Engine Results....Pages 383-385
Network Boosting for BCI Applications....Pages 386-388
Rule-Based FCM: A Relational Mapping Model....Pages 389-391
Effective Classifier Pruning with Rule Information....Pages 392-395
Text Mining for Clinical Chinese Herbal Medical Knowledge Discovery....Pages 396-398
Back Matter....Pages -
