This book constitutes the refereed proceedings of the Second International Conference on Advanced Data Mining and Applications, ADMA 2006, held in Xi'an, China in August 2006.
The 41 revised full papers and 74 revised short papers presented together with 4 invited papers were carefully reviewed and selected from 515 submissions. The papers are organized in topical sections on association rules, classification, clustering, novel algorithms, text mining, multimedia mining, sequential data mining and time series mining, web mining, biomedical mining, advanced applications, security and privacy issues, spatial data mining, and streaming data mining.
Author(s): Jiawei Han, Hector Gonzalez, Xiaolei Li, Diego Klabjan (auth.), Xue Li, Osmar R. Zaïane, Zhan-huai Li (eds.)
Series: Lecture Notes in Computer Science 4093 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2006
Language: English
Pages: 1114
Tags: Artificial Intelligence (incl. Robotics); Database Management; Software Engineering; Computer Appl. in Administrative Data Processing; Information Systems Applications (incl. Internet); Health Informatics
Front Matter....Pages -
Warehousing and Mining Massive RFID Data Sets....Pages 1-18
Self-organising Map Techniques for Graph Data Applications to Clustering of XML Documents....Pages 19-30
Finding Time Series Discords Based on Haar Transform....Pages 31-41
Learning with Local Drift Detection....Pages 42-55
A Fast Algorithm for Maintenance of Association Rules in Incremental Databases....Pages 56-63
Extending OLAP with Fuzziness for Effective Mining of Fuzzy Multidimensional Weighted Association Rules....Pages 64-71
Incremental Maintenance of Association Rules Based on Multiple Previously Mined Results....Pages 72-79
Mining and Validation of Localized Frequent Web Access Patterns with Dynamic Tolerance....Pages 80-91
SA-IFIM: Incrementally Mining Frequent Itemsets in Update Distorted Databases....Pages 92-99
Study of Positive and Negative Association Rules Based on Multi-confidence and Chi-Squared Test....Pages 100-109
Efficiently Mining Maximal Frequent Mutually Associated Patterns....Pages 110-117
Efficiently Mining Mutually and Positively Correlated Patterns....Pages 118-125
ComEnVprs: A Novel Approach for Inducing Decision Tree Classifiers....Pages 126-134
Towards a Rough Classification of Business Travelers....Pages 135-142
Feature Extraction Based on Optimal Discrimination Plane in ECG Signal Classification....Pages 143-149
Music Style Classification with a Novel Bayesian Model....Pages 150-156
Classification of Polarimetric SAR Data Based on Multidimensional Watershed Clustering....Pages 157-164
An Effective Combination Based on Class-Wise Expertise of Diverse Classifiers for Predictive Toxicology Data Mining....Pages 165-172
Robust Collective Classification with Contextual Dependency Network Models....Pages 173-180
User-Centered Image Semantics Classification....Pages 181-188
A Performance Study of Gaussian Kernel Classifiers for Data Mining Applications....Pages 189-196
TTLSC – Transductive Total Least Square Model for Classification and Its Application in Medicine....Pages 197-204
Forecasting Electricity Market Price Spikes Based on Bayesian Expert with Support Vector Machines....Pages 205-212
Integrating Local One-Class Classifiers for Image Retrieval....Pages 213-222
Incremental Discretization for Naïve-Bayes Classifier....Pages 223-238
Distance Guided Classification with Gene Expression Programming....Pages 239-246
Research on Multi-valued and Multi-labeled Decision Trees....Pages 247-254
A Spatial Clustering Algorithm Based on SOFM....Pages 255-262
Mining Spatial-temporal Clusters from Geo-databases....Pages 263-270
A Fuzzy Subspace Algorithm for Clustering High Dimensional Data....Pages 271-278
Robust Music Information Retrieval on Mobile Network Based on Multi-Feature Clustering....Pages 279-283
Joint Cluster Based Co-clustering for Clustering Ensembles....Pages 284-295
Mining Gait Pattern for Clinical Locomotion Diagnosis Based on Clustering Techniques....Pages 296-307
Combining Multiple Clusterings Via k-Modes Algorithm....Pages 308-315
HOV 3 : An Approach to Visual Cluster Analysis....Pages 316-327
A New Fuzzy Co-clustering Algorithm for Categorization of Datasets with Overlapping Clusters....Pages 328-339
Quantum-Behaved Particle Swarm Optimization Clustering Algorithm....Pages 340-347
Clustering Mixed Data Based on Evidence Accumulation....Pages 348-355
Mining Maximal Local Conserved Gene Clusters from Microarray Data....Pages 356-363
A Novel P2P Information Clustering and Retrieval Mechanism....Pages 364-371
Keeping Track of Customer Life Cycle to Build Customer Relationship....Pages 372-379
Mining of Flexible Manufacturing System Using Work Event Logs and Petri Nets....Pages 380-387
Improved Genetic Algorithm for Multiple Sequence Alignment Using Segment Profiles (GASP)....Pages 388-395
A Novel Visual Clustering Algorithm for Finding Community in Complex Network....Pages 396-403
Self-Organizing Network Evolving Model for Mining Network Community Structure....Pages 404-415
An Interactive Visualization Environment for Data Exploration Using Points of Interest....Pages 416-423
Forecasting the Volatility of Stock Price Index....Pages 424-435
ExMiner: An Efficient Algorithm for Mining Top-K Frequent Patterns....Pages 436-447
Learning Bayesian Networks Structure with Continuous Variables....Pages 448-456
A Unified Strategy of Feature Selection....Pages 457-464
Experimental Comparison of Feature Subset Selection Using GA and ACO Algorithm....Pages 465-472
OMVD: An Optimization of MVD....Pages 473-484
ZED: Explaining Temporal Variations in Query Volume....Pages 485-492
An Effective Multi-level Algorithm for Bisecting Graph....Pages 493-500
A New Polynomial Time Algorithm for Bayesian Network Structure Learning....Pages 501-508
Personalized Recommendation Based on Partial Similarity of Interests....Pages 509-516
A Fast Implementation of the EM Algorithm for Mixture of Multinomials....Pages 517-524
A Novel Approach to Pattern Recognition Based on PCA-ANN in Spectroscopy....Pages 525-532
Semi-supervised Dynamic Counter Propagation Network....Pages 533-541
The Practical Method of Fractal Dimensionality Reduction Based on Z-Ordering Technique....Pages 542-549
Feature Selection for Complex Patterns....Pages 550-557
Naïve Bayesian Tree Pruning by Local Accuracy Estimation....Pages 558-565
A New Visualization Method for Patent Map: Application to Ubiquitous Computing Technology....Pages 566-573
Local Linear Logistic Discriminant Analysis with Partial Least Square Components....Pages 574-581
Activity Mining: Challenges and Prospects....Pages 582-593
Finding the Optimal Cardinality Value for Information Bottleneck Method....Pages 594-605
A New Algorithm for Enumerating All Maximal Cliques in Complex Network....Pages 606-617
Modeling and Mining the Rule Evolution....Pages 618-625
Knowledge Reduction in Inconsistent Decision Tables....Pages 626-635
Semantic Scoring Based on Small-World Phenomenon for Feature Selection in Text Mining....Pages 636-643
A Comparative Study on Text Clustering Methods....Pages 644-651
Concept Based Text Classification Using Labeled and Unlabeled Data....Pages 652-660
Learning Semantic User Profiles from Text....Pages 661-672
Audiovisual Integration for Racquet Sports Video Retrieval....Pages 673-680
A Correlation Approach for Automatic Image Annotation....Pages 681-692
Fast Discovery of Time-Constrained Sequential Patterns Using Time-Indexes....Pages 693-701
Multi-dimensional Sequential Pattern Mining Based on Concept Lattice....Pages 702-710
Mining Time-Delayed Coherent Patterns in Time Series Gene Expression Data....Pages 711-722
Mining Delay in Streaming Time Series of Industrial Process....Pages 723-730
Segmental Semi-Markov Model Based Online Series Pattern Detection Under Arbitrary Time Scaling....Pages 731-740
Diagnosis of Inverter Faults in PMSM DTC Drive Using Time-Series Data Mining Technique....Pages 741-748
Applications of Data Mining Time Series to Power Systems Disturbance Analysis....Pages 749-760
Mining Compressed Sequential Patterns....Pages 761-768
Effective Feature Preprocessing for Time Series Forecasting....Pages 769-781
On Similarity of Financial Data Series Based on Fractal Dimension....Pages 782-789
A Hierarchical Model of Web Graph....Pages 790-797
Web Scale Competitor Discovery Using Mutual Information....Pages 798-808
Co-expression Gene Discovery from Microarray for Integrative Systems Biology....Pages 809-818
Cardiovascular Disease Diagnosis Method by Emerging Patterns....Pages 819-826
DNA Microarray Data Clustering by Hidden Markov Models and Bayesian Information Criterion....Pages 827-834
Application of Factor Analysis on Mycobacterium Tuberculosis Transcriptional Responses for Drug Clustering, Drug Target, and Pathway Detections....Pages 835-844
First Steps to an Audio Ontology-Based Classifier for Telemedicine....Pages 845-855
Obstacles and Misunderstandings Facing Medical Data Mining....Pages 856-863
SVM-Based Tumor Classification with Gene Expression Data....Pages 864-870
GEPCLASS: A Classification Rule Discovery Tool Using Gene Expression Programming....Pages 871-880
CBR-Based Knowledge Discovery on Results of Evolutionary Design of Logic Circuits....Pages 881-888
Data Summarization Approach to Relational Domain Learning Based on Frequent Pattern to Support the Development of Decision Making....Pages 889-898
Extreme Value Dependence in Problems with a Changing Causation Structure....Pages 899-910
A Study on Object Recognition Technology Using PCA in the Variable Illumination....Pages 911-918
Pattern Recurring in Three-Dimensional Graph Based on Data Mining....Pages 919-926
Mining the Useful Skyline Set Based on the Acceptable Difference....Pages 927-933
Modeling Information-Sharing Behaviors in BitTorrent System Based on Real Measurement....Pages 934-946
Financial Distress Prediction Based on Similarity Weighted Voting CBR....Pages 947-958
Customer Churn Prediction by Hybrid Model....Pages 959-966
Base Vector Selection for Kernel Matching Pursuit....Pages 967-976
WaveSim Transform for Multi-channel Signal Data Mining Through Linear Regression PCA....Pages 977-984
Research on Query-by-Committee Method of Active Learning and Application....Pages 985-991
Traffic Management Genetic Algorithm Supporting Data Mining and QoS in Sensor Networks....Pages 992-999
Comparison of Data Pre-processing in Pattern Recognition of Milk Powder Vis/NIR Spectra....Pages 1000-1007
Semi-automatic Hot Event Detection....Pages 1008-1016
Profile-Based Security Against Malicious Mobile Agents....Pages 1017-1024
A Comprehensive Categorization of DDoS Attack and DDoS Defense Techniques....Pages 1025-1036
Retracted: Structural Analysis and Mathematical Methods for Destabilizing Terrorist Networks Using Investigative Data Mining....Pages 1037-1048
Alert Correlation Analysis in Intrusion Detection....Pages 1049-1056
OSDM: Optimized Shape Distribution Method....Pages 1057-1064
View-Angle of Spatial Data Mining....Pages 1065-1076
Maintaining Moving Sums over Data Streams....Pages 1077-1084
MFIS—Mining Frequent Itemsets on Data Streams....Pages 1085-1093
Improving the Performance of Data Stream Classifiers by Mining Recurring Contexts....Pages 1094-1106
Retraction Note to: Structural Analysis and Mathematical Methods for Destabilizing Terrorist Networks Using Investigative Data Mining....Pages E1-E1
Back Matter....Pages -