Ebook: Foundations of Intelligent Systems: 15th International Symposium, ISMIS 2005, Saratoga Springs, NY, USA, May 25-28, 2005. Proceedings

This book constitutes the refereed proceedings of the 15th International Symposium on Methodologies for Intelligent Systems, ISMIS 2005, held in Saratoga Springs, NY, USA in May 2005.

The 69 revised full papers presented together with 2 invited papers were carefully reviewed and selected from close to 200 submissions. The papers are organized in topical sections on knowledge discovery and data mining, intelligent information systems, information and knowledge integration, soft computing, clustering, Web data processing, AI logics, applications, intelligent information retrieval, and knowledge representation.

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This book constitutes the refereed proceedings of the 15th International Symposium on Methodologies for Intelligent Systems, ISMIS 2005, held in Saratoga Springs, NY, USA in May 2005.

The 69 revised full papers presented together with 2 invited papers were carefully reviewed and selected from close to 200 submissions. The papers are organized in topical sections on knowledge discovery and data mining, intelligent information systems, information and knowledge integration, soft computing, clustering, Web data processing, AI logics, applications, intelligent information retrieval, and knowledge representation.

Content:
Front Matter....Pages -
Methodologies for Automated Telephone Answering....Pages 1-13
Anomaly Detection in Computer Security and an Application to File System Accesses....Pages 14-28
A Machine Text-Inspired Machine Learning Approach for Identification of Transmembrane Helix Boundaries....Pages 29-37
Visualization of Similarities and Dissimilarities in Rules Using Multidimensional Scaling....Pages 38-46
Learning Profiles Based on Hierarchical Hidden Markov Model....Pages 47-55
Statistical Independence from the Viewpoint of Linear Algebra....Pages 56-64
Bitmap Index-Based Decision Trees....Pages 65-73
On Automatic Modeling and Use of Domain-Specific Ontologies....Pages 74-82
Using Self-Adaptable Probes for Dynamic Parameter Control of Parallel Evolutionary Algorithms....Pages 83-91
Robust Inference of Bayesian Networks Using Speciated Evolution and Ensemble....Pages 92-101
Mining the Semantic Web: A Logic-Based Methodology....Pages 102-111
Analysis of Textual Data with Multiple Classes....Pages 112-120
SARM — Succinct Association Rule Mining: An Approach to Enhance Association Mining....Pages 121-130
Learning the Daily Model of Network Traffic....Pages 131-141
ARGUS: Rete + DBMS = Efficient Persistent Profile Matching on Large-Volume Data Streams....Pages 142-151
Failing Queries in Distributed Autonomous Information System....Pages 152-160
Evaluation of Two Systems on Multi-class Multi-label Document Classification....Pages 161-169
Uncertain Knowledge Gathering: An Evolutionary Approach....Pages 170-181
Duality in Knowledge Compilation Techniques....Pages 182-190
Data Protection in Distributed Database Systems....Pages 191-199
A Softened Formulation of Inductive Learning and Its Use for Coronary Disease Data....Pages 200-209
Subsystem Based Generalizations of Rough Set Approximations....Pages 210-218
Model-Based Cluster Analysis for Web Users Sessions....Pages 219-227
On Autonomous k-Means Clustering....Pages 228-236
CSI: Clustered Segment Indexing for Efficient Approximate Searching on the Secondary Structure of Protein Sequences....Pages 237-247
Using Supervised Clustering to Enhance Classifiers....Pages 248-256
Modelling Good Entry Pages on the Web....Pages 257-265
A Query Expression and Processing Technique for an XML Search Engine....Pages 266-275
Adapting the Object Role Modelling Method for Ontology Modelling....Pages 276-284
Identifying Content Blocks from Web Documents....Pages 285-293
Building the Data Warehouse of Frequent Itemsets in the DWFIST Approach....Pages 294-303
Normal Forms for Knowledge Compilation....Pages 304-313
On the Approximate Division of Fuzzy Relations....Pages 314-322
Efficient Learning of Pseudo-Boolean Functions from Limited Training Data....Pages 323-331
Discovering Partial Periodic Sequential Association Rules with Time Lag in Multiple Sequences for Prediction....Pages 332-341
Mining and Filtering Multi-level Spatial Association Rules with ARES....Pages 342-353
Association Reducts: A Framework for Mining Multi-attribute Dependencies....Pages 354-363
Frequent Pattern Mining with Preferences–Utility Functions Approach....Pages 364-372
Semantic-Based Access to Digital Document Databases....Pages 373-381
Statistical Database Modeling for Privacy Preserving Database Generation....Pages 382-390
Scalable Inductive Learning on Partitioned Data....Pages 391-403
Agent-Based Home Simulation and Control....Pages 404-412
Aggregates and Preferences in Logic Programming....Pages 413-424
The Chisholm Paradox and the Situation Calculus....Pages 425-434
A Logic Approach for LTL System Modification....Pages 435-444
Anticipatory Agents Based on Anticipatory Reasoning....Pages 445-455
Extracting Emotions from Music Data....Pages 456-465
An Intelligent System for Assisting Elderly People....Pages 466-474
Multi-strategy Instance Selection in Mining Chronic Hepatitis Data....Pages 475-484
A Probabilistic Approach to Finding Geometric Objects in Spatial Datasets of the Milky Way....Pages 485-493
Towards Ad-Hoc Rule Semantics for Gene Expression Data....Pages 494-503
Flexible Pattern Discovery with (Extended) Disjunctive Logic Programming....Pages 504-513
Interactive SOM-Based Gene Grouping: An Approach to Gene Expression Data Analysis....Pages 514-523
Some Theoretical Properties of Mutual Information for Student Assessments in Intelligent Tutoring Systems....Pages 524-534
Cooperative Query Answering for RDF....Pages 535-543
Intelligent Information Retrieval for Web-Based Design Data Repository....Pages 544-552
Incremental Collaborative Filtering for Highly-Scalable Recommendation Algorithms....Pages 553-561
A Distance-Based Algorithm for Clustering Database User Sessions....Pages 562-572
User-Interest-Based Document Filtering via Semi-supervised Clustering....Pages 573-582
A Filter Feature Selection Method for Clustering....Pages 583-593
Automatic Determination of the Number of Fuzzy Clusters Using Simulated Annealing with Variable Representation....Pages 594-602
Experimental Analysis of the Q-Matrix Method in Knowledge Discovery....Pages 603-611
Clustering Time-Series Medical Databases Based on the Improved Multiscale Matching....Pages 612-621
Efficient Causal Interaction Learning with Applications in Microarray....Pages 622-630
A Dynamic Adaptive Sampling Algorithm (DASA) for Real World Applications: Finger Print Recognition and Face Recognition....Pages 631-640
Catching the Picospams....Pages 641-649
Personalized Peer Filtering for a Dynamic Information Push....Pages 650-659
Getting Computers to See Information Graphics So Users Do Not Have to....Pages 660-668
A Data Model Based on Paraconsistent Intuitionistic Fuzzy Relations....Pages 669-677
Logical Data Independence Reconsidered (Extended Abstract)....Pages 678-687
Estimation of the Density of Datasets with Decision Diagrams....Pages 688-697
Back Matter....Pages -

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This book constitutes the refereed proceedings of the 15th International Symposium on Methodologies for Intelligent Systems, ISMIS 2005, held in Saratoga Springs, NY, USA in May 2005.

The 69 revised full papers presented together with 2 invited papers were carefully reviewed and selected from close to 200 submissions. The papers are organized in topical sections on knowledge discovery and data mining, intelligent information systems, information and knowledge integration, soft computing, clustering, Web data processing, AI logics, applications, intelligent information retrieval, and knowledge representation.

Content:
Front Matter....Pages -
Methodologies for Automated Telephone Answering....Pages 1-13
Anomaly Detection in Computer Security and an Application to File System Accesses....Pages 14-28
A Machine Text-Inspired Machine Learning Approach for Identification of Transmembrane Helix Boundaries....Pages 29-37
Visualization of Similarities and Dissimilarities in Rules Using Multidimensional Scaling....Pages 38-46
Learning Profiles Based on Hierarchical Hidden Markov Model....Pages 47-55
Statistical Independence from the Viewpoint of Linear Algebra....Pages 56-64
Bitmap Index-Based Decision Trees....Pages 65-73
On Automatic Modeling and Use of Domain-Specific Ontologies....Pages 74-82
Using Self-Adaptable Probes for Dynamic Parameter Control of Parallel Evolutionary Algorithms....Pages 83-91
Robust Inference of Bayesian Networks Using Speciated Evolution and Ensemble....Pages 92-101
Mining the Semantic Web: A Logic-Based Methodology....Pages 102-111
Analysis of Textual Data with Multiple Classes....Pages 112-120
SARM — Succinct Association Rule Mining: An Approach to Enhance Association Mining....Pages 121-130
Learning the Daily Model of Network Traffic....Pages 131-141
ARGUS: Rete + DBMS = Efficient Persistent Profile Matching on Large-Volume Data Streams....Pages 142-151
Failing Queries in Distributed Autonomous Information System....Pages 152-160
Evaluation of Two Systems on Multi-class Multi-label Document Classification....Pages 161-169
Uncertain Knowledge Gathering: An Evolutionary Approach....Pages 170-181
Duality in Knowledge Compilation Techniques....Pages 182-190
Data Protection in Distributed Database Systems....Pages 191-199
A Softened Formulation of Inductive Learning and Its Use for Coronary Disease Data....Pages 200-209
Subsystem Based Generalizations of Rough Set Approximations....Pages 210-218
Model-Based Cluster Analysis for Web Users Sessions....Pages 219-227
On Autonomous k-Means Clustering....Pages 228-236
CSI: Clustered Segment Indexing for Efficient Approximate Searching on the Secondary Structure of Protein Sequences....Pages 237-247
Using Supervised Clustering to Enhance Classifiers....Pages 248-256
Modelling Good Entry Pages on the Web....Pages 257-265
A Query Expression and Processing Technique for an XML Search Engine....Pages 266-275
Adapting the Object Role Modelling Method for Ontology Modelling....Pages 276-284
Identifying Content Blocks from Web Documents....Pages 285-293
Building the Data Warehouse of Frequent Itemsets in the DWFIST Approach....Pages 294-303
Normal Forms for Knowledge Compilation....Pages 304-313
On the Approximate Division of Fuzzy Relations....Pages 314-322
Efficient Learning of Pseudo-Boolean Functions from Limited Training Data....Pages 323-331
Discovering Partial Periodic Sequential Association Rules with Time Lag in Multiple Sequences for Prediction....Pages 332-341
Mining and Filtering Multi-level Spatial Association Rules with ARES....Pages 342-353
Association Reducts: A Framework for Mining Multi-attribute Dependencies....Pages 354-363
Frequent Pattern Mining with Preferences–Utility Functions Approach....Pages 364-372
Semantic-Based Access to Digital Document Databases....Pages 373-381
Statistical Database Modeling for Privacy Preserving Database Generation....Pages 382-390
Scalable Inductive Learning on Partitioned Data....Pages 391-403
Agent-Based Home Simulation and Control....Pages 404-412
Aggregates and Preferences in Logic Programming....Pages 413-424
The Chisholm Paradox and the Situation Calculus....Pages 425-434
A Logic Approach for LTL System Modification....Pages 435-444
Anticipatory Agents Based on Anticipatory Reasoning....Pages 445-455
Extracting Emotions from Music Data....Pages 456-465
An Intelligent System for Assisting Elderly People....Pages 466-474
Multi-strategy Instance Selection in Mining Chronic Hepatitis Data....Pages 475-484
A Probabilistic Approach to Finding Geometric Objects in Spatial Datasets of the Milky Way....Pages 485-493
Towards Ad-Hoc Rule Semantics for Gene Expression Data....Pages 494-503
Flexible Pattern Discovery with (Extended) Disjunctive Logic Programming....Pages 504-513
Interactive SOM-Based Gene Grouping: An Approach to Gene Expression Data Analysis....Pages 514-523
Some Theoretical Properties of Mutual Information for Student Assessments in Intelligent Tutoring Systems....Pages 524-534
Cooperative Query Answering for RDF....Pages 535-543
Intelligent Information Retrieval for Web-Based Design Data Repository....Pages 544-552
Incremental Collaborative Filtering for Highly-Scalable Recommendation Algorithms....Pages 553-561
A Distance-Based Algorithm for Clustering Database User Sessions....Pages 562-572
User-Interest-Based Document Filtering via Semi-supervised Clustering....Pages 573-582
A Filter Feature Selection Method for Clustering....Pages 583-593
Automatic Determination of the Number of Fuzzy Clusters Using Simulated Annealing with Variable Representation....Pages 594-602
Experimental Analysis of the Q-Matrix Method in Knowledge Discovery....Pages 603-611
Clustering Time-Series Medical Databases Based on the Improved Multiscale Matching....Pages 612-621
Efficient Causal Interaction Learning with Applications in Microarray....Pages 622-630
A Dynamic Adaptive Sampling Algorithm (DASA) for Real World Applications: Finger Print Recognition and Face Recognition....Pages 631-640
Catching the Picospams....Pages 641-649
Personalized Peer Filtering for a Dynamic Information Push....Pages 650-659
Getting Computers to See Information Graphics So Users Do Not Have to....Pages 660-668
A Data Model Based on Paraconsistent Intuitionistic Fuzzy Relations....Pages 669-677
Logical Data Independence Reconsidered (Extended Abstract)....Pages 678-687
Estimation of the Density of Datasets with Decision Diagrams....Pages 688-697
Back Matter....Pages -
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