Foundations of Intelligent Systems: 17th International Symposium, Ismis 2008 Toronto, Canada, May 20-23, 2008 Proceedings

by An, Aijun; Matwin, Stan; Ras, Zbigniew W.; Slezak, Dominik

• ISBN13: 9783540681229
• ISBN10: 3540681221
• Format: Paperback
• Copyright: 2008-07-08
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 17th International Symposium on Methodologies for Intelligent Systems, ISMIS 2008, held in Toronto, Canada, in May 2008.The 68 revised papers presented together with 3 plenary talks were carefully reviewed and selected from over 100 submissions. The papers are organized in topical sections on knowledge discovery and data mining: foundations, advances, mining changes and actional patterns; logic for artificial intelligence, autonomic and evolutionary computation, soft computing, databases and data warehouses, digital library, intelligent information retrieval, text mining, intelligent information systems, knowledge representation and integration, Web service and intelligence, as well as applications.

Table of Contents

Invited Papers
From Goals to High-Variability Software Design	p. 1
Exploring the Power of Heuristics and Links in Multi-relational Data Mining	p. 17
Intelligent Software Engineering Tools for NASA's Crew Exploration Vehicle	p. 28
Knowledge Discovery and Data Mining - Foundations
Boosting Support Vector Machines for Imbalanced Data Sets	p. 38
Class-Oriented Reduction of Decision Tree Complexity	p. 48
Evaluating Decision Trees Grown with Asymmetric Entropies	p. 58
Stepwise Induction of Logistic Model Trees	p. 68
Stochastic Propositionalization for Efficient Multi-relational Learning	p. 78
Analyzing Behavior of Objective Rule Evaluation Indices Based on Pearson Product-Moment Correlation Coefficient	p. 84
Knowledge Discovery and Data Mining - Advances
Obtaining Low-Arity Discretizations from Online Data Streams	p. 90
Maps Ensemble for Semi-Supervised Learning of Large High Dimensional Datasets	p. 100
Mining Induced and Embedded Subtrees in Ordered, Unordered, and Partially-Ordered Trees	p. 111
A Structure-Based Clustering on LDAP Directory Information	p. 121
iZi: A New Toolkit for Pattern Mining Problems	p. 131
A Multi-relational Hierarchical Clustering Method for Datalog Knowledge Bases	p. 137
Laredam - Considerations on System of Local Analytical Reports from Data Mining	p. 143
Outlier Detection Techniques for Process Mining Applications	p. 150
Knowledge Discovery and Data Mining - Mining Changes and Actionable Patterns
Action Rule Extraction from a Decision Table: ARED	p. 160
Discovering the Concise Set of Actionable Patterns	p. 169
Discovering Emerging Patterns for Anomaly Detection in Network Connection Data	p. 179
Temporal Extrapolation within a Static Clustering	p. 189
Discovering Explanations from Longitudinal Data	p. 196
Logic for Artificial Intelligence
Reduced Implicate/Implicant Tries	p. 203
Golden Ratio Annealing for Satisfiability Problems Using Dynamically Cooling Schemes	p. 215
Modeling Cooperation in P2P Data Management Systems	p. 225
Interactions between Rough Parts in Object Perception	p. 236
Autonomic and Evolutionary Computation
A Multi-objective Optimal Approach for UAV Routing in Reconnaissance Mission with Stochastic Observation Time	p. 246
Hybrid Unsupervised/Supervised Virtual Reality Spaces for Visualizing Gastric and Liver Cancer Databases: An Evolutionary Computation Approach	p. 256
Self-calibrating Strategies for Evolutionary Approaches that Solve Constrained Combinatorial Problems	p. 262
Soft Computing
Towards Fuzzy Query Answering Using Fuzzy Views - A Graded-Subsumption-Based Approach	p. 268
Term Distribution-Based Initialization of Fuzzy Text Clustering	p. 278
Cooperative Answering to Flexible Queries Via a Tolerance Relation	p. 288
Effectiveness of Fuzzy Discretization for Class Association Rule-Based Classification	p. 298
Towards a Crisp Representation of Fuzzy Description Logics under Lukasiewicz Semantics	p. 309
Rough Set Approximations in Formal Concept Analysis and Knowledge Spaces	p. 319
An Ant Colony System Algorithm to Solve Routing Problems Applied to the Delivery of Bottled Products	p. 329
Databases and Data Warehouses
Predicate Indexing for Incremental Multi-Query Optimization	p. 339
SQL Queries with CASE Expressions	p. 351
Top-Down Compression of Data Cubes in the Presence of Simultaneous Multiple Hierarchical Range Queries	p. 361
Degrees of Exclusivity in Disjunctive Databases	p. 375
The Ramification Problem in Temporal Databases: A Solution Implemented in SQL	p. 381
Digital Library
Image Databases Browsing by Unsupervised Learning	p. 389
Decision Tree Induction for Identifying Trends in Line Graphs	p. 399
Automatic Handling of Digital Image Repositories: A Brief Survey	p. 410
Development of the XML Digital Library from the Parliament of Andalucia for Intelligent Structured Retrieval	p. 417
Intelligent Information Retrieval
Evaluating Information Retrieval System Performance Based on Multi-grade Relevance	p. 424
A Dynamic Window Based Passage Extraction Algorithm for Genomics Information Retrieval	p. 434
Mining Scalar Representations in a Non-tagged Music Database	p. 445
Identification of Dominating Instrument in Mixes of Sounds of the Same Pitch	p. 455
Performance Weights for the Linear Combination Data Fusion Method in Information Retrieval	p. 465
Combining Multiple Sources of Evidence in Web Information Extraction	p. 471
Text Mining
Autonomous News Clustering and Classification for an Intelligent Web Portal	p. 477
On Determining the Optimal Partition in Agglomerative Clustering of Documents	p. 487
Ontological Summaries through Hierarchical Clustering	p. 497
Classification of Web Services Using Tensor Space Model and Rough Ensemble Classifier	p. 508
Intelligent Information Systems
Agent-Based Assistant for e-Negotiations	p. 514
Local Soft Belief Updating for Relational Classification	p. 525
On a Probabilistic Combination of Prediction Sources	p. 535
Effective Document-Oriented Telemetry Data Compression	p. 545
Knowledge Representation and Integration
Improving Integration with Subjective Combining of Ontology Mappings	p. 552
Text Onto Miner - A Semi Automated Ontology Building System	p. 563
Ontology-Driven Adaptive Medical Information Collection System	p. 574
An Effective Ontology Matching Technique	p. 585
A Causal Approach for Explaining Why a Heuristic Algorithm Outperforms Another in Solving an Instance Set of the Bin Packing Problem	p. 591
Web Service and Intelligence
A Graph b-Coloring Based Method for Composition-Oriented Web Services Classification	p. 599
OWL-S Atomic Services Composition with SWRL Rules	p. 605
A Web-Based Interface for Hiding Bayesian Network Inference	p. 612
Applications
Extraction of Informative Genes from Integrated Microarray Data	p. 618
Using Data Mining for Dynamic Level Design in Games	p. 628
A Logic Programming Based Framework for Security Protocol Verification	p. 638
Applying Cost Sensitive Feature Selection in an Electric Database	p. 644
Author Index	p. 651
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