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.
Author(s): Yijun Yu, Alexei Lapouchnian, Sotirios Liaskos, John Mylopoulos, Julio C. S. P. Leite (auth.), Aijun An, Stan Matwin, Zbigniew W. Raś, Dominik Ślęzak (eds.)
Series: Lecture Notes in Computer Science 4994
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2008
Language: English
Pages: 653
Tags: Artificial Intelligence (incl. Robotics); Data Mining and Knowledge Discovery; Information Systems Applications (incl.Internet); Database Management; User Interfaces and Human Computer Interaction; Computation by Abstract Devices
Front Matter....Pages -
From Goals to High-Variability Software Design....Pages 1-16
Exploring the Power of Heuristics and Links in Multi-relational Data Mining....Pages 17-27
Intelligent Software Engineering Tools for NASA’s Crew Exploration Vehicle....Pages 28-37
Boosting Support Vector Machines for Imbalanced Data Sets....Pages 38-47
Class-Oriented Reduction of Decision Tree Complexity....Pages 48-57
Evaluating Decision Trees Grown with Asymmetric Entropies....Pages 58-67
Stepwise Induction of Logistic Model Trees....Pages 68-77
Stochastic Propositionalization for Efficient Multi-relational Learning....Pages 78-83
Analyzing Behavior of Objective Rule Evaluation Indices Based on Pearson Product-Moment Correlation Coefficient....Pages 84-89
Obtaining Low-Arity Discretizations from Online Data Streams....Pages 90-99
Maps Ensemble for Semi-Supervised Learning of Large High Dimensional Datasets....Pages 100-110
Mining Induced and Embedded Subtrees in Ordered, Unordered, and Partially-Ordered Trees....Pages 111-120
A Structure-Based Clustering on LDAP Directory Information....Pages 121-130
iZi: A New Toolkit for Pattern Mining Problems....Pages 131-136
A Multi-relational Hierarchical Clustering Method for Datalog Knowledge Bases....Pages 137-142
LAREDAM – Considerations on System of Local Analytical Reports from Data Mining....Pages 143-149
Outlier Detection Techniques for Process Mining Applications....Pages 150-159
Action Rule Extraction from a Decision Table: ARED....Pages 160-168
Discovering the Concise Set of Actionable Patterns....Pages 169-178
Discovering Emerging Patterns for Anomaly Detection in Network Connection Data....Pages 179-188
Temporal Extrapolation within a Static Clustering....Pages 189-195
Discovering Explanations from Longitudinal Data....Pages 196-202
Reduced Implicate/Implicant Tries....Pages 203-214
Golden Ratio Annealing for Satisfiability Problems Using Dynamically Cooling Schemes....Pages 215-224
Modeling Cooperation in P2P Data Management Systems....Pages 225-235
Interactions between Rough Parts in Object Perception....Pages 236-245
A Multi-objective Optimal Approach for UAV Routing in Reconnaissance Mission with Stochastic Observation Time....Pages 246-255
Hybrid Unsupervised/Supervised Virtual Reality Spaces for Visualizing Gastric and Liver Cancer Databases: An Evolutionary Computation Approach....Pages 256-261
Self-calibrating Strategies for Evolutionary Approaches that Solve Constrained Combinatorial Problems....Pages 262-267
Towards Fuzzy Query Answering Using Fuzzy Views – A Graded-Subsumption-Based Approach....Pages 268-277
Term Distribution-Based Initialization of Fuzzy Text Clustering....Pages 278-287
Cooperative Answering to Flexible Queries Via a Tolerance Relation....Pages 288-297
Effectiveness of Fuzzy Discretization for Class Association Rule-Based Classification....Pages 298-308
Towards a Crisp Representation of Fuzzy Description Logics under Łukasiewicz Semantics....Pages 309-318
Rough Set Approximations in Formal Concept Analysis and Knowledge Spaces....Pages 319-328
An Ant Colony System Algorithm to Solve Routing Problems Applied to the Delivery of Bottled Products....Pages 329-338
Predicate Indexing for Incremental Multi-Query Optimization....Pages 339-350
SQL Queries with CASE Expressions....Pages 351-360
Top-Down Compression of Data Cubes in the Presence of Simultaneous Multiple Hierarchical Range Queries....Pages 361-374
Degrees of Exclusivity in Disjunctive Databases....Pages 375-380
The Ramification Problem in Temporal Databases: A Solution Implemented in SQL....Pages 381-388
Image Databases Browsing by Unsupervised Learning....Pages 389-398
Decision Tree Induction for Identifying Trends in Line Graphs....Pages 399-409
Automatic Handling of Digital Image Repositories: A Brief Survey....Pages 410-416
Development of the XML Digital Library from the Parliament of Andalucía for Intelligent Structured Retrieval....Pages 417-423
Evaluating Information Retrieval System Performance Based on Multi-grade Relevance....Pages 424-433
A Dynamic Window Based Passage Extraction Algorithm for Genomics Information Retrieval....Pages 434-444
Mining Scalar Representations in a Non-tagged Music Database....Pages 445-454
Identification of Dominating Instrument in Mixes of Sounds of the Same Pitch....Pages 455-464
Performance Weights for the Linear Combination Data Fusion Method in Information Retrieval....Pages 465-470
Combining Multiple Sources of Evidence in Web Information Extraction....Pages 471-476
Autonomous News Clustering and Classification for an Intelligent Web Portal....Pages 477-486
On Determining the Optimal Partition in Agglomerative Clustering of Documents....Pages 487-496
Ontological Summaries through Hierarchical Clustering....Pages 497-507
Classification of Web Services Using Tensor Space Model and Rough Ensemble Classifier....Pages 508-513
Agent-Based Assistant for e-Negotiations....Pages 514-524
Local Soft Belief Updating for Relational Classification....Pages 525-534
On a Probabilistic Combination of Prediction Sources....Pages 535-544
Effective Document-Oriented Telemetry Data Compression....Pages 545-551
Improving Integration with Subjective Combining of Ontology Mappings....Pages 552-562
Text Onto Miner – A Semi Automated Ontology Building System....Pages 563-573
Ontology-Driven Adaptive Medical Information Collection System....Pages 574-584
An Effective Ontology Matching Technique....Pages 585-590
A Causal Approach for Explaining Why a Heuristic Algorithm Outperforms Another in Solving an Instance Set of the Bin Packing Problem....Pages 591-598
A Graph b-Coloring Based Method for Composition-Oriented Web Services Classification....Pages 599-604
OWL-S Atomic Services Composition with SWRL Rules....Pages 605-611
A Web-Based Interface for Hiding Bayesian Network Inference....Pages 612-617
Extraction of Informative Genes from Integrated Microarray Data....Pages 618-627
Using Data Mining for Dynamic Level Design in Games....Pages 628-637
A Logic Programming Based Framework for Security Protocol Verification....Pages 638-643
Applying Cost Sensitive Feature Selection in an Electric Database....Pages 644-649
Back Matter....Pages -
