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.
Author(s): David L. Olson, Desheng Wu (auth.), Xue Li, Shuliang Wang, Zhao Yang Dong (eds.)
Series: Lecture Notes in Computer Science 3584 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2005
Language: English
Pages: 835
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 -
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 -
