Advanced Data Mining and Applications: First International Conference, ADMA 2005, Wuhan, China, July 22-24, 2005, Proceedings (Lecture Notes in Computer Science, 3584)

This book constitutes the refereed proceedings of the First International Conference on Advanced Data Mining and Applications, ADMA 2005, held in Wuhan, China in July 2005. The conference was focused on sophisticated techniques and tools that can handle new fields of data mining, e.g. spatial data mining, biomedical data mining, and mining on high-speed and time-variant data streams; an expansion of data mining to new applications is also strived for. The 25 revised full papers and 75 revised short papers presented were carefully peer-reviewed and selected from over 600 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. Front Matter....Pages - Decision Making with Uncertainty and Data Mining....Pages 1-9 Complex Networks and Networked Data Mining....Pages 10-12 In-Depth Data Mining and Its Application in Stock Market....Pages 13-13 Relevance of Counting in Data Mining Tasks....Pages 14-18 Term Graph Model for Text Classification....Pages 19-30 A Latent Usage Approach for Clustering Web Transaction and Building User Profile....Pages 31-42 Mining Quantitative Association Rules on Overlapped Intervals....Pages 43-50 An Approach to Mining Local Causal Relationships from Databases....Pages 51-58 Mining Least Relational Patterns from Multi Relational Tables....Pages 59-66 Finding All Frequent Patterns Starting from the Closure....Pages 67-74 Multiagent Association Rules Mining in Cooperative Learning Systems....Pages 75-87 VisAR : A New Technique for Visualizing Mined Association Rules....Pages 88-95 An Efficient Algorithm for Mining Both Closed and Maximal Frequent Free Subtrees Using Canonical Forms....Pages 96-107 E-CIDIM: Ensemble of CIDIM Classifiers....Pages 108-117 Partially Supervised Classification – Based on Weighted Unlabeled Samples Support Vector Machine....Pages 118-129 Mining Correlated Rules for Associative Classification....Pages 130-140 A Comprehensively Sized Decision Tree Generation Method for Interactive Data Mining of Very Large Databases....Pages 141-148 Using Latent Class Models for Neighbors Selection in Collaborative Filtering....Pages 149-156 A Polynomial Smooth Support Vector Machine for Classification....Pages 157-164 Reducts in Incomplete Decision Tables....Pages 165-174 Learning k -Nearest Neighbor Naive Bayes for Ranking....Pages 175-185 One Dependence Augmented Naive Bayes....Pages 186-194 A Genetic k -Modes Algorithm for Clustering Categorical Data....Pages 195-202 A Fast Fuzzy Clustering Algorithm for Large-Scale Datasets....Pages 203-208 Clustering with Noising Method....Pages 209-216 Extracting the Representative Failure Executions via Clustering Analysis Based on Markov Profile Model....Pages 217-224 Improvement on the Approximation Bound for Fuzzy-Neural Networks Clustering Method with Gaussian Membership Function....Pages 225-231 Optimal Fuzzy Modeling Based on Minimum Cluster Volume....Pages 232-239 An Efficient Clustering Approach for Large Document Collections....Pages 240-247 Clustering Categorical Data Using Coverage Density....Pages 248-255 A New Support Vector Machine for Data Mining....Pages 256-266 The Infinite Polynomial Kernel for Support Vector Machine....Pages 267-275 Routing Attribute Data Mining Based on Rough Set Theory....Pages 276-283 A Novel Data Mining Method Based on Ant Colony Algorithm....Pages 284-291 Context-Sensitive Regression Analysis for Distributed Data....Pages 292-299 Customer Churn Prediction Using Improved One-Class Support Vector Machine....Pages 300-306 The Application of Adaptive Partitioned Random Search in Feature Selection Problem....Pages 307-314 Heuristic Scheduling of Concurrent Data Mining Queries....Pages 315-322 Using Gap-Insensitive String Kernel to Detect Masquerading....Pages 323-330 A New Method for Linear Ill-Posed Problems: Iteration Method by Rectifying Eigenvalue....Pages 331-338 A Non-VSM kNN Algorithm for Text Classification....Pages 339-346 A Study on Text Clustering Algorithms Based on Frequent Term Sets....Pages 347-354 An Improvement of Text Association Classification Using Rules Weights....Pages 355-363 Word Segmentation and POS Tagging for Chinese Keyphrase Extraction....Pages 364-369 Learning User Profiles from Text in e-Commerce....Pages 370-381 Data Mining Based on Objects in Video Flow with Dynamic Background....Pages 382-390 An Approach to Compressed Image Retrieval Based on JPEG2000 Framework....Pages 391-399 Target Segmentation and Feature Extraction for Undersea Image Based on Function Transformation....Pages 400-406 ART in Image Reconstruction with Narrow Fan-Beam Based on Data Mining....Pages 407-414 Digits Speech Recognition Based on Geometrical Learning....Pages 415-422 A Novel Information Hiding Technique for Remote Sensing Image....Pages 423-430 Content-Based News Video Mining....Pages 431-438 Automatic Image Registration via Clustering and Convex Hull Vertices Matching....Pages 439-445 Fingerprint Image Segmentation Based on Gaussian-Hermite Moments....Pages 446-454 HVSM: A New Sequential Pattern Mining Algorithm Using Bitmap Representation....Pages 455-463 HGA-COFFEE : Aligning Multiple Sequences by Hybrid Genetic Algorithm....Pages 464-473 Independent Component Analysis for Clustering Multivariate Time Series Data....Pages 474-482 Applying Fuzzy Neural Network to Intrusion Detection Based on Sequences of System Calls....Pages 483-490 Design and Implementation of Web Mining System Based on Multi-agent....Pages 491-498 A Novel Framework for Web Page Classification Using Two-Stage Neural Network....Pages 499-506 Fuzzy Evaluation of Hotel Websites....Pages 507-514 Querying Web Images by Topic and Example Specification Methods....Pages 515-526 The Research on Fuzzy Data Mining Applied on Browser Records....Pages 527-535 Discovering Conceptual Page Hierarchy of a Web Site from User Traversal History....Pages 536-543 Bayesian Neural Networks for Prediction of Protein Secondary Structure....Pages 544-551 PromPredictor: A Hybrid Machine Learning System for Recognition and Location of Transcription Start Sites in Human Genome....Pages 552-563 Robust Ensemble Learning for Cancer Diagnosis Based on Microarray Data Classification....Pages 564-574 A Comprehensive Benchmark of the Artificial Immune Recognition System (AIRS)....Pages 575-582 An Analysis of Missing Data Treatment Methods and Their Application to Health Care Dataset....Pages 583-590 Parallel Genetic Algorithm and Parallel Simulated Annealing Algorithm for the Closest String Problem....Pages 591-597 Mining Interesting Association Rules in Medical Images....Pages 598-609 Hybrid Feature Ranking for Proteins Classification....Pages 610-617 Predicting Subcellular Localization of Proteins Using Support Vector Machine with N-Terminal Amino Composition....Pages 618-625 The Dynamic Character Curve Adjusting Model of Electric Load Based on Data Mining Theory....Pages 626-633 Using Boosting Learning Method for Intrusion Detection....Pages 634-641 RoleOf Relationship and Its Meta Model for Design Pattern Instantiation....Pages 642-653 Automatic Inspection of Industrial Sheetmetal Parts with Single Non-metric CCD Camera....Pages 654-661 An Advanced Implementation of a Distributed Control Scheme Based on LonWorks System over IP Networks....Pages 662-669 Structural Damage Detection by Integrating Independent Component Analysis and Support Vector Machine....Pages 670-677 An LZ78 Based String Kernel....Pages 678-689 Classifying Class and Finding Community in UML Metamodel Network....Pages 690-695 An Adaptive Network Intrusion Detection Method Based on PCA and Support Vector Machines....Pages 696-703 Improved Grid Information Service Using the Idea of File-Parted Replication....Pages 704-711 Dynamic Shape Modeling of Consumers’ Daily Load Based on Data Mining....Pages 712-719 A Study on the Mechanism of Virtual SAN-Based Spatial Data Storage with Double-Thoroughfare in Grid....Pages 720-727 A BP Neural Network Predictor Model for Desulfurizing Molten Iron....Pages 728-735 A Flexible Report Architecture Based on Association Rules Mining....Pages 736-743 Privacy Preserving Naive Bayes Classification....Pages 744-752 A Further Study on Inverse Frequent Set Mining....Pages 753-760 Mathematical Analysis of Classifying Convex Clusters Based on Support Functionals....Pages 761-768 Linear Belts Mining from Spatial Database with Mathematical Morphological Operators....Pages 769-776 Spatial Information Multi-grid for Data Mining....Pages 777-784 A Uniform Framework of 3D Spatial Data Model and Data Mining from the Model....Pages 785-791 Mining Standard Land Price with Tension Spline Function....Pages 792-803 Mining Recent Frequent Itemsets in Data Streams by Radioactively Attenuating Strategy....Pages 804-811 User Subjectivity in Change Modeling of Streaming Itemsets....Pages 812-823 A Grid-Based Clustering Algorithm for High-Dimensional Data Streams....Pages 824-831 Back Matter....Pages - Part I: Keynote Papers -- Part Ii: Invited Papers -- Part Iii: Association Rules -- Part Iv: Classification -- Part V: Clustering -- Part Vi: Novel Algorithms -- Part Vi: Novel Algorithms -- Part Vii: Text Mining -- Part Viii: Multimedia Mining -- Part Ix: Sequential Data Mining And Time Series Mining -- Part X: Web Mining -- Part Xi: Biomedical Mining -- Part Xii: Advanced Applications -- Part Xiii: Security And Privacy Issues -- Part Xiv: Spatial Data Mining -- Part Xv: Streaming Data Mining. Xue Li, Shuliang Wang, Zhao Yang Dong (eds.). Includes Bibliographical References And Index. Also Issued Online. Constitutes the refereed proceedings of the First International Conference on Advanced Data Mining and Applications, ADMA 2005, held in Wuhan, China in July 2005. The papers in this book are organized in topical sections on association rules, classification, clustering, algorithms, text mining, multimedia mining, sequential data mining and more.