The Community for Technology Leaders
2013 IEEE 13th International Conference on Data Mining Workshops (2006)
Hong Kong, China
Dec. 18, 2006 to Dec. 22, 2006
ISBN: 0-7695-2702-7
TABLE OF CONTENTS
Foundation of Data Mining and Novel Techniques in High Dimensional Structural and Unstructured Data

Concept analysis and web clustering using combinatorial topology (Abstract)

A. Sutojo , Dept. of Comput. Sci., San Jose State Univ., CA
J.-D. Hsu , Dept. of Comput. Sci., San Jose State Univ., CA
T.Y. Lin , Dept. of Comput. Sci., San Jose State Univ., CA
pp. 412-416
Workshop on Ontology Mining and Knowledge Discovery from Semistructured Documents

Mining Frequent Induced Subtree Patterns with Subtree-Constraint (Abstract)

Yansheng Lu , HuaZhong University of Science and Technology, Wuhan, 430074,P. R. China
Rong Hu , HuaZhong University of Science and Technology, Wuhan, 430074,P. R. China
Lei Zou , HuaZhong University of Science and Technology, Wuhan, 430074,P. R. China
Huaming Zhang , University of Alabama in Huntsville
pp. 3-7

Razor: mining distance-constrained embedded subtrees (Abstract)

Elizabeth Chang , Curtin University of Technology Perth, Australia
Tharam S. Dillon , University of Technology Sydney, Australia
Fedja Hadzic , University of Technology Sydney, Australia
Henry Tan , University of Technology Sydney, Australia
pp. 8-13

Mining Closed and Maximal Frequent Induced Free Subtrees (Abstract)

Takenao Ohkawa , Kobe University
Hitohiro Shiozaki , Kobe University
Tomonobu Ozaki , Kobe University
pp. 14-18

Automatic Keyword Extraction Using Linguistic Features (Abstract)

Bin Wu , University of California, Santa Cruz
Xinghua Hu , University of California, Santa Cruz
pp. 19-23

A Semi-Structured representation for Knowledge Discovering using Remote Sensing Images (Abstract)

Florence Sedes , Univ. P. Sabatier, France
Erick Lopez-Ornelas , Universidad Aut?noma Metropolitana-Unidad Cuajimalpa, M?xico
pp. 24-28
Workshop on Ontology Mining and Knowledge Discovery from Semistructured Documents

The Role of Domain Ontology in Text Mining Applications: The ADDMiner Project (Abstract)

Ana Cristina B. Garcia , Universidade Federal Fluminense
Inha?ma Neves Ferraz , Universidade Federal Fluminense
Fernando Pinto , Universidade Federal Fluminense
pp. 34-38

Enhancing Text Retrieval Performance using Conceptual Ontological Graph (Abstract)

Mohamed Kamel , University of Waterloo
Shady Shehata , University of Waterloo
Fakhri Karray , University of Waterloo
pp. 39-44

Unsupervised Learning of Tree Alignment Models for Information Extraction (Abstract)

Philip Zigoris , University of California, Santa Cruz
Yi Zhang , University of California, Santa Cruz
Damian Eads , University of California, Santa Cruz
pp. 45-49

Clustering Workflow Requirements Using Compression Dissimilarity Measure (Abstract)

Li Wei , University of California, Riverside, CA
John Handley , Xerox Corporation
Nathaniel Martin , Xerox Corporation
Eamonn Keogh , University of California, Riverside
Tong Sun , Xerox Corporation
pp. 50-54

Reducing the Frequent Pattern Set (Abstract)

Ronnie Bathoorn , Utrecht University
Arne Koopman , Utrecht University
Arno Siebes , Utrecht University
pp. 55-59

Improving the Results and Performance of Clustering Bit-encoded XML Documents (Abstract)

Michal Kozielski , Silesian University of Technology, Gliwice, Poland
pp. 60-64

A New Algorithm for Mining Fuzzy Association Rules in the Large Databases Based on Ontology (Abstract)

Sattar Hashemi , Iran University of Science and Technology, Tehran
Zahra Farzanyar , Iran University of Science and Technology, Tehran
Mohammadreza kangavari , Iran University of Science and Technology, Tehran
pp. 65-69

Extracting Variable Knowledge from Multiversioned XML Documents (Abstract)

Laura Irina Rusu , LaTrobe University, Australia
David Taniar , Monash University, Australia
Wenny Rahayu , LaTrobe University, Australia
pp. 70-74

Automatic Construction of N-ary Tree Based Taxonomies (Abstract)

Joydeep Ghosh , University of Texas at Austin
Kunal Punera , University of Texas at Austin
Suju Rajan , University of Texas at Austin
pp. 75-79

Concept-Aware Ranking: Teaching an Old Graph New Moves (Abstract)

Jaideep Srivastava , University of Minnesota
Colin DeLong , University of Minnesota
Sandeep Mane , University of Minnesota
pp. 80-88
International Workshop on Data Mining in Bioinformatics

Hierarchical Density Shaving: A clustering and visualization framework for large biological datasets (Abstract)

Joydeep Ghosh , University of Texas at Austin
Gunjan Gupta , University of Texas at Austin
Alexander Liu , University of Texas at Austin
pp. 89-93

Discovering Frequent Poly-Regions in DNA Sequences (Abstract)

Gary Benson , Boston University
Panagiotis Papapetrou , Boston University
George Kollios , Boston University
pp. 94-98

Consensus Clustering for Detection of Overlapping Clusters in Microarray Data (Abstract)

Meghana Deodhar , University of Texas at Austin
Joydeep Ghosh , University of Texas at Austin
pp. 104-108

Inference of Gene Regulatory Networks from Time Series Expression Data: A Data Mining Approach (Abstract)

Patrick C. H. Ma , Hong Kong Polytechnic University
Keith C. C. Chan , Hong Kong Polytechnic University
pp. 109-113

Predictive Integration of Gene Ontology-Driven Similarity and Functional Interactions (Abstract)

Francisco Azuaje , University of Ulster, UK
Alban Chesneau , High-Throughput Protein Technologies Group, France
Olivier Bodenreider , National Institutes of Health., USA
Huiru Zheng , University of Ulster, UK
Haiying Wang , University of Ulster, UK
pp. 114-119

Minimum Redundancy Gene Selection Based on Grey Relational Analysis (Abstract)

Huo-Wang Chen , National Laboratory for Parallel and Distributed Processing, Changsha 410073 China
Jian Wen , National Laboratory for Parallel and Distributed Processing, Changsha 410073 China
Li-Juan Zhang , National Laboratory for Parallel and Distributed Processing, Changsha 410073 China
Zhou-Jun Li , Beihang University, Beijing 100083 China
pp. 120-124

Global Biclustering of Microarray Data (Abstract)

Benedikt Brors , Theoretical Bioinformatics DKFZ Heidelberg, Germany
Thomas Hofmann , TU Darmstadt, Germany
Thomas Wolf , TU Darmstadt, Germany
Elisabeth Georgii , TU Darmstadt, Germany
pp. 125-129

A Graph-Theoretic Method for Mining Functional Modules in Large Sparse Protein Interaction Networks (Abstract)

Hong-Wei Liu , Renmin University of China, Beijing 100872, China
Shihua Zhang , Chinese Academy of Sciences, Beijing 100080, China
Xue-Mei Ning , Graduate University of Chinese Academy of Sciences, Beijing 100049, China
Xiang-Sun Zhang , Chinese Academy of Sciences, Beijing 100080, China
pp. 130-135

Context-Aware Visual Exploration of Molecular Datab (Abstract)

Salvatore Gaglio , DINFO, The University of Palermo, 90128 Palermo, Italy
Antonino Fiannaca , ICAR-CNR, National Research Council, 90128 Palermo, Italy
Alfonso Urso , ICAR-CNR, National Research Council, 90128 Palermo, Italy
Giuseppe Di Fatta , University of Reading Whiteknights, Reading, Berkshire, RG6 6AY, United Kingdom
Riccardo Rizzo , ICAR-CNR, National Research Council, 90128 Palermo, Italy
Michael R. Berthold , University of Konstanz, Germany
pp. 136-141

Genome Data Type: a Vehicle to Deliver a Genome Comparison System on the Web (Abstract)

Amit Saple , Indiana University
Kwangmin choi , Indiana University
Sun Kim , Indiana University
pp. 142-146

Identification of Overlapping Functional Modules in Protein Interaction Networks: Information Flow-based Approach (Abstract)

Young-Rae Cho , State University of New York at Buffalo
Woochang Hwang , State University of New York at Buffalo
Aidong Zhang , State University of New York at Buffalo
pp. 147-152

Fuzzy-Granular Gene Selection from Microarray Expression Data (Abstract)

Yuanchen He , Georgia State University, Atlanta, GA
Rajshekhar Sunderraman , Georgia State University, Atlanta, GA
Yan-Qing Zhang , Georgia State University, Atlanta, GA
Yuchun Tang , CipherTrust Inc., Alpharetta, GA
pp. 153-157

Clustering of SNP Data with Application to Genomics (Abstract)

Michael K. Ng , Hong Kong Baptist University
Yiu-ming Cheung , Hong Kong Baptist University
Mark J. Li , Hong Kong Baptist University
Sio I. Ao , Hong Kong Baptist University
Joshua Z. Huang , University of Hong Kong
Pak C. Sham , University of Hong Kong
pp. 158-162

GCA: A Coclustering Algorithm for Thalamo-Cortico-Thalamic Connectivity Analysis (Abstract)

Cui Lin , Wayne State University
Shiyong Lu , Wayne State University
Xuwei Liang , Wayne State University
Jing Hua , Wayne State University
pp. 163-168

Application of Graph-based Data Mining to Metabolic Pathways (Abstract)

Diane J. Cook , Washington State University
Chang Hun You , Washington State University
Lawrence B. Holder , Washington State University
pp. 169-173

Feature Selection on High Throughput SELDI-TOF Mass-Spectrometry Data for Identifying Biomarker Candidates in Ovarian and Prostate Cancer (Abstract)

Claudia Plant , University for Health Sciences, Biomedical Informatics and Technology (UMIT), Hall in Tirol, Austria
Bernhard Tilg , University for Health Sciences, Biomedical Informatics and Technology (UMIT), Hall in Tirol, Austria
Melanie Osl , University for Health Sciences, Biomedical Informatics and Technology (UMIT), Hall in Tirol, Austria
Christian Baumgartner , University for Health Sciences, Biomedical Informatics and Technology (UMIT), Hall in Tirol, Austria
pp. 174-179

A Maximum Likelihood Approach to Noise Estimation for Intensity Measurements in Biology (Abstract)

Frank Klawonn , University of Applied Sciences BS/WF, Germany
Lothar Jansch , Helmholtz Centre for Infection Research, Braunschweig, Germany
Claudia Hundertmark , Helmholtz Centre for Infection Research, Braunschweig, Germany
pp. 180-184

Using image classification for biomedical literature retrieval (Abstract)

Andreas Kupfer , TU Braunschweig, Germany
Silke Eckstein , TU Braunschweig, Germany
Brigitte Mathiak , TU Braunschweig, Germany
Tatjana Scope , TU Braunschweig, Germany
Britta Stormann , TU Braunschweig, Germany
pp. 185-189

Robust Feature Extraction and Reduction of Mass Spectrometry Data for Cancer Classification (Abstract)

Xiaobo Zhou , Harvard Medical School
Tuan D. Pham , James Cook University, Townsville, QLD 4811, Australia
Stephen T. C. Wong , Brigham and Women?s Hospital Boston, MA
Vikram Chandramohan , James Cook University, Townsville, QLD 4811, Australia
pp. 202-206

Mining Information Extraction Models for HmtDB annotation (Abstract)

Margherita Berardi , Universita degli Studi di Bari, via Orabona, 4 - 70126 Bari - Italy
Marcella Attimonelli , Universita degli Studi di Bari, via Orabona, 4 - 70126 Bari - Italy
Donato Malerba , Universita degli Studi di Bari, via Orabona, 4 - 70126 Bari - Italy
pp. 207-212

Mining Substructures in Protein Data (Abstract)

Elizabeth Chang , Curtin University of Technology Perth, Australia
Fedja Hadzic , University of Technology Sydney, Australia
Henry Tan , University of Technology Sydney, Australia
Amandeep S. Sidhu , University of Technology Sydney, Australia
Tharam S. Dillon , University of Technology Sydney, Australia
pp. 213-217

Uncovering Potential Attribute Relevance via MIA-Processing in Data Mining (Abstract)

Yiping Li , Unversity of Macau
Sam Chao , Unversity of Macau
pp. 218-222

Head and Neck Cancer Detection in Histopathological Slides (Abstract)

Chun-Yang Fan , University of Arkansas for Medical Sciences
Mutlu Mete , University of Arkansas at Little Rock
Gal Shafirstein , University of Arkansas for Medical Sciences
Xiaowei Xu , University of Arkansas at Little Rock
pp. 223-230
The Second International Workshop on Mining Complex Data

Comparison of MACLAW with several attribute selection methods for classification in hyperspectral images (Abstract)

Alexandre Blansche , Louis Pasteur University, Strasbourg, France
Annett Wania , Louis Pasteur University, Strasbourg, France
Pierre Gan?arski , Louis Pasteur University, Strasbourg, France
pp. 231-236

Decision Tree Construction from Multidimensional Structured Data (Abstract)

Takenao Ohkawa , Kobe University
Tomoki Watanuma , Kobe University
Tomonobu Ozaki , Kobe University
pp. 237-241

Discovering Manufacturing Process from Timed Data: the BJT4R Algorithm (Abstract)

Le Goc Marc , Universit? Paul C?zanne
Bouch? Philippe , Universit? Paul C?zanne
Benayadi Nabil , Universit? Paul C?zanne
pp. 242-246

A Probability Distribution Of Functional Random Variable With A Functional Data Analysis Application (Abstract)

Monique Noirhomme-Fraiture , Institut d?Informatique, FUNDP, Belgium
Etienne Cuvelier , Institut d?Informatique, FUNDP, Belgium
pp. 247-252

Designing and Evaluating an Index for Graph Structured Data (Abstract)

Stanislav Barton , Masaryk University, Brno, Czech Republic
Pavel Zezula , Masaryk University, Brno, Czech Republic
pp. 253-257

Variant Bayesian Networks (Abstract)

Zhang Ming , Shanghai Maritime University
Wu Weimin , Shanghai Maritime University
Wang Ronggui , Southeast University, Nanjing, China
Peng Qingsong , Shanghai Maritime University
pp. 258-262

Full Perfect Extension Pruning for Frequent Graph Mining (Abstract)

Christian Borgelt , European Center for Soft Computing, Spain
Thorsten Meinl , University of Konstanz
pp. 263-268

Segmentation of Evolving Complex Data and Generation of Models (Abstract)

Corrado Loglisci , Universit? degli Studi di Bari, Italy
Margherita Berardi , Universit? degli Studi di Bari, Italy
pp. 269-273

Efficient Clustering for Orders (Abstract)

Shotaro Akaho , National Institute of Advanced Industrial Science and Technology (AIST), Japan
Toshihiro Kamishima , National Institute of Advanced Industrial Science and Technology (AIST), Japan
pp. 274-278

Mining System for Community Finding and Centrality of Virtual User Network on the Internet (Abstract)

Sen Qin , Northwestern Polytechnical University, Xi?an, Shaanxi 710072, China
Yan-ling Li , Northwestern Polytechnical University, Xi?an, Shaanxi 710072, China
Guan-zhong Dai , Northwestern Polytechnical University, Xi?an, Shaanxi 710072, China
pp. 284-289

Kernel-based Algorithms and Visualization for Interval Data Mining (Abstract)

Francois Poulet , ESIEA Laval - France
Thanh-Nghi Do , Can Tho University, VietNam
pp. 295-299

Extracting Communities from Complex Networks by the k-dense Method (Abstract)

Kazumi Saito , NTT Communication Science Laboratories, NTT Corporation
Takeshi Yamada , NTT Communication Science Laboratories, NTT Corporation
pp. 300-304

Evaluating Learning Algorithms Composed by a Constructive Meta-Learning Scheme for a Rule Evaluation Support Method (Abstract)

Takahira Yamaguchi , Keio University, Japan
Miho Ohsaki , Doshisha University, Japan
Shusaku Tsumoto , Shimane University, Japan
Hidenao Abe , Shimane University, Japan
pp. 305-310

Development of a New Method for Data Mining Based Rough Set Theory (Abstract)

Jianjun Hao , University of Hebei, China
Jiangang Zhang , University of science and technology Beijing
Jihua Huang , University of science and technology Beijing
Huiping Li , University of Hebei, China
pp. 311-314

Fast Frequent Free Tree Mining in Graph Databases (Abstract)

Peixiang Zhao , Chinese University of Hong Kong, Hong Kong, China
Jeffrey Xu Yu , Chinese University of Hong Kong, Hong Kong, China
pp. 315-319

A Parallel Algorithm for Enumerating All Maximal Cliques in Complex Network (Abstract)

Nan Du , Beijing University of Posts and Telecommunications, China
Bin Wu , Beijing University of Posts and Telecommunications, China
Bai Wang , Beijing University of Posts and Telecommunications, China
Xin Pei , Beijing University of Posts and Telecommunications, China
Liutong Xu , Beijing University of Posts and Telecommunications, China
pp. 320-324

Dealing with Missing Values in a Probabilistic Decision Tree during Classification (Abstract)

Michel Simonet , Institut d'Ingenierie et de l'Information de Sante, La Tronche, France
Ana Simonet , Institut d'Ingenierie et de l'Information de Sante, La Tronche, France
Lamis Hawarah , Institut d'Ingenierie et de l'Information de Sante, La Tronche, France
pp. 325-329

Imbalanced Datasets Classification by Fuzzy Rule Extraction and Genetic Algorithms (Abstract)

Jesus Cerquides , University of Barcelona
Vicenc Soler , Universitat Aut?noma de Barcelona
Jordi Roig , Universitat Aut?noma de Barcelona, Spain
Josep Sabria , Hospital Universitari Dr.Josep Trueta, Spain
Marta Prim , Universitat Aut?noma de Barcelona, Spain
pp. 330-336
First International Workshop on Spatial and Spatio-temporal Data Mining

Feature Subset Selection on Multivariate Time Series with Extremely Large Spatial Features (Abstract)

Hyunjin Yoon , University of Southern California
Cyrus Shahabi , University of Southern California
pp. 337-342

Spatial Multidimensional Sequence Clustering (Abstract)

Ralph Krieger , RWTH Aachen University, Germany
Ralph Krieger , RWTH Aachen University, Germany
Thomas Seidl , RWTH Aachen University, Germany
Boris Glavic , RWTH Aachen University, Germany
Ira Assent , RWTH Aachen University, Germany
pp. 343-348

Discovering Association Patterns in Large Spatio-temporal Databases (Abstract)

Eric M.H. Lee , The Hong Kong Polytechnic University
Keith C.C. Chan , The Hong Kong Polytechnic University
pp. 349-354

A Multi-Resolution Compression Scheme for EfficientWindow Queries over Road Network Databases (Abstract)

Ali Khoshgozaran , University of Southern California Los Angeles, CA
Ali Khodaei , University of Southern California Los Angeles, CA
Cyrus Shahabi , University of Southern California Los Angeles, CA
Mehdi Sharifzadeh , University of Southern California Los Angeles, CA
pp. 355-360

Discovering and Summarising Regions of Correlated Spatio-Temporal Change in Evolving Graphs (Abstract)

Christopher Leckie , University of Melbourne, Australia
James Bailey , University of Melbourne, Australia
Jeffrey Chan , University of Melbourne, Australia
pp. 361-365

Similarity of Temporal Query Logs Based on ARIMA Model (Abstract)

Ying Li , Microsoft Research Asia, Beijing, 100080, P.R.China
Ning Liu , Microsoft Research Asia, Beijing, 100080, P.R.China
Zheng Chen , Microsoft Research Asia, Beijing, 100080, P.R.China
Shuzhen Nong , Microsoft AdCenter, Redmond, WA98052, U.S.A.
Jun Yan , Microsoft Research Asia, Beijing, 100080, P.R.China
Benyu Zhang , Microsoft Research Asia, Beijing, 100080, P.R.China
pp. 366-370

Context-Inclusive Approach to Speed-up Function Evaluation for Statistical Queries : An Extended Abstract (Abstract)

Sucharita Gopal , Boston University
James M. Kang , University of Minnesota
Shashi Shekhar , University of Minnesota
Eric D. Kolaczyk , Boston University
Junchang Ju , Boston University
Vijay Gandhi , University of Minnesota
pp. 371-376

Trajectory Analysis for Soccer Players (Abstract)

Jung-Rae Hwang , Pusan National University, South Korea
Chan-Hyun Kang , Pusan National University, South Korea
Ki-Joune Li , Pusan National University, South Korea
pp. 377-381

k-STARs: Sequences of Spatio-Temporal Association Rules (Abstract)

Florian Verhein , University of Sydney, Australia
pp. 387-394
Foundation of Data Mining and Novel Techniques in High Dimensional Structural and Unstructured Data

A Systemic Framework for the Field of Data Mining and Knowledge Discovery (Abstract)

Yong Shi , Graduate University of the Chinese Academy of Sciences, 100080, China
Zhengxin Chen , University of Nebraska at Omaha
Gang Kou , Thomson Legal & Regulatory, R&D, 610 Opperman Drive, Eagan, MN
Yi Peng , University of Nebraska at Omaha
pp. 395-399

An Improved Feature Representation Method for Maximum Entropy Model (Abstract)

Guan Yi , Harbin Institute of Technology
Zhao Jian , Harbin Institute of Technology
pp. 400-406

Properties of the First Type of Covering-Based Rough Sets (Abstract)

William Zhu , Chinese Academy of Sciences, China
Fei-Yue Wang , Chinese Academy of Sciences, China
pp. 407-411

Many Sorted Observational Calculi for Multi-Relational Data Mining (Abstract)

Jan Rauch , University of Economics, Prague
pp. 417-422

Efficiently Mining Maximal 1-complete Regions from Dense Datasets (Abstract)

Raj Bhatnagar , University of Cincinnati
Haiyun Bian , University of Cincinnati
pp. 423-427

Algorithms on Discretizing Continuous Attributes Values and Its Application to Synthetical Test and Evaluation of Patent Strength (Abstract)

Minghua Zeng , Nanchang Institute of Technology, Nanchang 330099, China
Xiongfeng Pan , Dalian University of Technology, Dalian 116024, China
Qing Liu , Nanchang University, China
pp. 428-432

Residual Matrix and Statistical Independence in a Contingency Table (Abstract)

Shoji Hirano , Shimane University, Japan
Shusaku Tsumoto , Shimane University, Japan
pp. 433-437

Understanding theWeb Page Layout (Abstract)

Wei Li , Chinese Academy of Sciences
Rubao Li , Chinese Academy of Sciences
Minghong Zhou , Chinese Academy of Sciences
pp. 438-442

Segmentation of Time Series by the Clustering and Genetic Algorithms (Abstract)

Chien-Hsiang Chen , National Cheng-Kung University
Vincent S. Tseng , National Cheng-Kung University
Chun-Hao Chen , National Cheng-Kung University
Tzung-Pei Hong , National University of Kaohsiung
pp. 443-447

Knowledge Discovery across Documents through Concept Chain Queries (Abstract)

Rohini K. Srihari , University at Buffalo, State University of New York
Wei Jin , University at Buffalo, State University of New York
pp. 448-452

Extracting Informative Rules from High Dimensional Data Using a Numerical Approach (Abstract)

Jean-Charles Lamirel , LORIA, Campus Scientifique,Cedex France
Shaid Al Shehabi , LORIA, Campus Scientifique,Cedex France
Nicolas Carrez , LORIA, Campus Scientifique,Cedex France
pp. 453-457

Cascaded Data Mining Methods for Text Understanding, with medical case study (Abstract)

Oded Maimon , Tel-Aviv University, Tel-Aviv, Israel
Roni Romano , Tel-Aviv University, Tel-Aviv, Israel
Lior Rokach , Ben Gurion University, Beer Sheva 84105, Israel
pp. 458-462

A simple genetic algorithm for tracing the deformed midline on a single slice of brain CT using quadratic B?zier curves (Abstract)

I-Jen Chiang , Taipei Medical University
Jau-Min Wong , National Taiwan University
Furen Xiao , National Taiwan University
Chun-Chih Liao , Taipei Hospital, Department of Health,Taipei
pp. 463-467

Towards Enterprise Archeology: Extracting Business Processes from Runtime Event Data (Abstract)

Asuman Suenbuel , SAP Research Labs, 3175 Deer Creek Road, Palo Alto, CA
Ming-Shien Shan , SAP Research Labs, 3175 Deer Creek Road, Palo Alto, CA
pp. 468-473

Mining the Future: Predicting Itemsets? Support of Association Rules Mining (Abstract)

Khalil M. Ahmed , University, Alexandria, Egypt
Shenoda Guirguis , University of Pittsburgh
Alaaeldin M. Hafez , University, Alexandria, Egypt
Nagwa M. El Makky , University, Alexandria, Egypt
pp. 474-478

Input Validation for Semi-supervised Clustering (Abstract)

Kevin Y. Yip , Yale University
David W. Cheung , University of Hong Kong
Michael K. Ng , Hong Kong Baptist University
pp. 479-483

Keyword Generation for Search Engine Advertising (Abstract)

Rajeev Motwani , Stanford University, USA
Amruta Joshi , Stanford University, USA
pp. 490-496
International Workshop on Privacy Aspects of Data Mining

A Max-Min Approach for Hiding Frequent Itemsets (Abstract)

George V. Moustakides , University of Thessaly, Volos, GREECE
Vassilios S. Verykios , University of Thessaly, Volos, GREECE
pp. 502-506

The Applicability of the Perturbation Model-based Privacy Preserving Data Mining for Real-world Data (Abstract)

Bhavani Thuraisingham , University of Texas at Dallas
Li Liu , University of Texas at Dallas
pp. 507-512

NNMF-Based Factorization Techniques for High-Accuracy Privacy Protection on Non-negative-valued Datasets (Abstract)

Weijun Zhong , Southeast University, Nanjing, China
Jie Wang , University of Kentucky, USA
Jun Zhang , University of Kentucky
pp. 513-517

Transforming Semi-Honest Protocols to Ensure Accountability (Abstract)

Wei Jiang , Purdue University
Chris Clifton , Purdue University
pp. 524-529

Preserving Private Knowledge in Frequent Pattern Mining (Abstract)

S. H. Boey , Gentec Pte Ltd., Singapore
Baile Shi , Fudan University, China
Wei Wang , Fudan University, China
Zhihui Wang , Fudan University, China
pp. 530-534

Privacy-Preserving Data Imputation (Abstract)

Geetha Jagannathan , Stevens Institute of Technology, Hoboken, NJ
Rebecca N. Wright , Stevens Institute of Technology, Hoboken, NJ
pp. 535-540

Privacy Preserving Nearest Neighbor Search (Abstract)

Vipin Kumar , University of Minnesota
Mark Shaneck , University of Minnesota
Yongdae Kim , University of Minnesota
pp. 541-545

A Crypto-Based Approach to Privacy-Preserving Collaborative Data Mining (Abstract)

Stan Matwin , University of Ottawa
Justin Zhan , Carnegie Mellon University
pp. 546-550

An Approach to Outsourcing Data Mining Tasks while Protecting Business Intelligence and Customer Privacy (Abstract)

Xintao WU , University of North Carolina at Charlotte
Yingjiu LI , Singapore Management University
Ling QIU , James Cook University, Australia
pp. 551-558
International Workshop on Data Mining for Design and Marketing 2006

Designing New Product Scenarios for Patent by Human-Interactive Annealing with Pictogram (Abstract)

Yukio Ohsawa , University of Tokyo
Kenichi Horie , University of Tokyo
Yoshiharu Maeno , University of Tsukuba
pp. 559-564

Pattern Mining in POS Data using a Historical Tree (Abstract)

Takanobu Nakahara , Osaka Prefecture University
Hiroyuki Morita , Osaka Prefecture University
pp. 570-574

Mining Chinese Reviews (Abstract)

Kuiyu Chang , Nanyang Technological University, Singapore
Bin Shi , Nanyang Technological University, Singapore
pp. 585-589

Market Research Design on Modeling Propensity to Purchase and Market Potential: Using GIS and Data Mining as the Tools (Abstract)

Jennifer Harris , University of New South Wales, Sydney, Australia
Lihua Zhao , University of New South Wales, Sydney, Australia
pp. 596-600

Association Bundle - A New Pattern for Association Analysis (Abstract)

Limin Lin , Generation5 Mathematical Technologies, Inc. Toronto, M2J 4Z2 Canada
Milorad Krneta , Generation5 Mathematical Technologies, Inc. Toronto, M2J 4Z2 Canada
Jianhong Wu , York Univ. Toronto, M3J 1P3 Canada
Wenxue Huang , Generation5 Mathematical Technologies, Inc. Toronto, M2J 4Z2 Canada
pp. 601-605

Cluster Evolution and Interpretation via Penalties (Abstract)

Daniel Fleder , University of Pennsylvania
Balaji Padmanabhan , University of Pennsylvania
pp. 606-614
IEEE International Workshop on Mining Evolving and Streaming Data

Fuzzy Related Classification Approach Based on Semantic Measurement for Web Document (Abstract)

Hui Zhang , Beijing Institute of Technology,100081 China
Han-Tao Song , Beijing Institute of Technology,100081 China
pp. 615-619

Communal Detection of Implicit Personal Identity Streams (Abstract)

Kate Smith-Miles , Deakin University
Vincent Lee , Monash University
Ross Gayler , Baycorp Advantage
Clifton Phua , Monash University
pp. 620-625

Online change detection: Monitoring land cover from remotely sensed data (Abstract)

Veeraraghavan Vijayaraj , Oak Ridge National Laboratory
David T. Potere , Oak Ridge National Laboratory
Neal Feierabend , Oak Ridge National Laboratory
Nagendra Singh , Oak Ridge National Laboratory
Yi Fang , Oak Ridge National Laboratory
Auroop R. Ganguly , Oak Ridge National Laboratory
pp. 626-631

Modeling Evaluation Of Continuous Queries on SlidingWindows (Abstract)

Anita Dani , University Of Wollongong in Dubai
Janusz Getta , University Of Wollongong, Australia
pp. 632-637

Unsupervised Clustering In Streaming Data (Abstract)

Niall M. Adams , Imperial College London, South Kensington Campus
Dimitris K. Tasoulis , Imperial College London, South Kensington Campus
David J. Hand , Imperial College London, South Kensington Campus
pp. 638-642

Evolving Extended Naive Bayes Classifiers (Abstract)

Frank Klawonn , University of Applied Sciences BS/WF, Germany
Plamen Angelov , Lancaster University, UK
pp. 643-647

Mining and Predicting Duplication over Peer-to-Peer Query Streams (Abstract)

Yong Yu , Shanghai Jiao Tong University, Shanghai, 200030, P.R.China.
Shicong Meng , Shanghai Jiao Tong University, Shanghai, 200030, P.R.China.
Dingyi Han , Shanghai Jiao Tong University, Shanghai, 200030, P.R.China.
Yifeng Shao , Shanghai Jiao Tong University, Shanghai, 200030, P.R.China.
Cong Shi , Shanghai Jiao Tong University, Shanghai, 200030, P.R.China.
pp. 648-652

Clustering-training for Data Stream Mining (Abstract)

Chunyu Yang , Tsinghua University, Beijing, China
Jie Zhou , Tsinghua University, Beijing, China
Shuang Wu , Tsinghua University, Beijing, China
pp. 653-656

An Evaluation of Progressive Sampling for Imbalanced Data Sets (Abstract)

Willie Ng , Nanyang Technological University, Singapore
Manoranjan Dash , Nanyang Technological University, Singapore
pp. 657-661

Efficient Reservoir Sampling for Transactional Data Streams (Abstract)

Manoranjan Dash , Nanyang Technological University, Singapore
Willie Ng , Nanyang Technological University, Singapore
pp. 662-666

Dynamic Algorithm for Graph Clustering Using Minimum Cut Tree (Abstract)

Barna Saha , Indian Institute of Technology, Kanpur
Pabitra Mitra , Indian Institute of Technology, Kharagpur
pp. 667-671

A New Algorithm for Maintaining Closed Frequent Itemsets in Data Streams by Incremental Updates (Abstract)

Hua-Fu Li , National Chiao Tung University, Taiwan
Suh-Yin Lee , National Chiao Tung University, Taiwan
Chin-Chuan Ho , National Chiao Tung University, Taiwan
Fang-Fei Kuo , National Chiao Tung University, Taiwan
pp. 672-676

Incremental Mining of Sequential Patterns over a Stream Sliding Window (Abstract)

Hua-Fu Li , National Chiao Tung University, Taiwan
Fang-Fei Kuo , National Chiao Tung University, Taiwan
Suh-Yin Lee , National Chiao Tung University, Taiwan
Chin-Chuan Ho , National Chiao Tung University, Taiwan
pp. 677-681

HClustream: A Novel Approach for Clustering Evolving Heterogeneous Data Stream (Abstract)

Chunyu Yang , Tsinghua University, Beijing, China
Jie Zhou , Tsinghua University, Beijing, China
pp. 682-688
Workshop on Risk Mining 2006

Chance Discovery in Credit Risk Management (Abstract)

Shinichi Goda , Mitsubishi UFJ Factors, Ltd., Japan
Yukio Ohsawa , University of Tokyo
pp. 689-693

Unusual Condition Mining for Risk Management of Hydroelectric Power Plants (Abstract)

Takashi Onoda , Central Research Institute of Electric Power Industry, Japan
Norihiko Ito , Central Research Institute of Electric Power Industry, Japan
Hironobu Yamasaki , Kyushu Electric Power Co.,Inc., Japan
pp. 694-698

Risk Mining in Hospital Information Systems (Abstract)

Kimiko Matsuoka , Osaka Prefectural General Hospital,
Shusaku Tsumoto , Shimane University, Japan
Shigeki Yokoyama , Koden Industry, Tokyo, Japan
pp. 699-704

Cooperation Between Abductive and Inductive Nursing Risk Management (Abstract)

Hiromi Itoh Ozaku , ATR Knowledge Science Laboratories, Kyoto, Japan
Noriaki Kuwahara , ATR Knowledge Science Laboratories, Kyoto, Japan
Kiyoshi Kogure , ATR Knowledge Science Laboratories, Kyoto, Japan
Akinori Abe , ATR Knowledge Science Laboratories, Kyoto, Japan
pp. 705-708

A mining method of communities keeping tacit knowledge (Abstract)

Ryutaro Ichise , National Institute of Informatics, Japan
Hideaki Takeda , National Institute of Informatics, Japan
Satoshi Kouno , TriAx Corporation, Japan
Taichi Muraki , TriAx Corporation, Japan
pp. 709-713

Human-interactive annealing for turning threat to opportunity in technology development (Abstract)

Yoshiharu Maeno , University of Tsukuba, Bunkyo-ku, Tokyo
Kiichi Ito , Keio University, Fujisawa, Kanagawa
Kenichi Horie , University of Tokyo, Bunkyo-ku, Tokyo
Yukio Ohsawa , University of Tokyo, Bunkyo-ku, Tokyo
pp. 714-717

Asset Valuation Technique for Network Management and Security (Abstract)

Luc Beaudoin , Defence Research and Development Canada
P. Eng , Defence Research and Development Canada
pp. 718-721

A Neural Networks Approach for Software Risk Analysis (Abstract)

Mei Liu , University of Kansas
Rong Zhenbang , Sun Yat-sen University,China
Hu Yong , Sun Yat-sen University,China
Xie Kang , Sun Yat-sen University, China
Chen Juhua , Sun Yat-sen University,China
pp. 722-725

Hierarchical Agglomerative Clustering Based T-outlier Detection (Abstract)

Dajun Wang , University of Massachusetts Dartmouth
Howard E. Michel , University of Massachusetts Dartmouth
Theophano Mitsa , University of Massachusetts Dartmouth
Paul J. Fortier , University of Massachusetts Dartmouth
pp. 731-738
IEEE International Workshop on Reliability Issues of Knowledge Discovery

Theoretical and Experimental Study of a Meta-Typicalness Approach for Reliable Classification (Abstract)

A. Kaptein , Accenture, Netherlands
E.N. Smirnov , MICC-IKAT, Maastricht University, Netherlands
pp. 739-743

Generalizing Version Space Support Vector Machines for Non-Separable Data (Abstract)

I.G. Sprinkhuizen-Kuyper , Maastricht University, Netherlands
N.I. Nikolaev , University of London, UK
E.N. Smirnov , Maastricht University, Netherlands
pp. 744-748

Mining the Most Reliable Association Rules with Composite Items (Abstract)

James N. K. Liu , Hong Kong Polytechnic University
Ke Wang , Beihang University, Beijing, P.R. China
Wei-min Ma , Beihang University, Beijing, P.R. China
pp. 749-754

Enhancing Reliability throughout Knowledge Discovery Process (Abstract)

Yi Feng , Zhejiang University, Hangzhou 310027, P.R.China
Zhaohui Wu , Zhejiang University, Hangzhou 310027, P.R.China
pp. 754-758

Proposal of Medical KDD Support User Interface Utilizing Rule Interestingness Measures (Abstract)

Hideto Yokoi , Kagawa University Hospital
Hidenao Abe , Shimane University
Miho Ohsaki , Doshisha University
Shusaku Tsumoto , Shimane University
Takahira Yamaguchi , Keio University
pp. 759-764

Ontology-based Association Rules Retrieval using Protege Tools (Abstract)

Bin Shen , Zhejiang University, Hangzhou 310027, China
Wensheng Yi , Zhejiang University, Hangzhou 310027, China
Yangu Zhang , Wenzhou University, Wenzhou, 325027, China
Min Yao , Zhejiang University, Hangzhou 310027, China
Zhaohui Wu , Zhejiang University, Hangzhou 310027, China
pp. 765-769

Reducing performance Bias for Unbalanced Text Mining (Abstract)

Honghua Dai , Deakin University
Ling Zhuang , Deakin University
pp. 770-774

A Study on Reliability in Graph Discovery (Abstract)

Honghua Dai , Deakin University
pp. 775-779

On Statistical Measures for Selecting Pertinent Formal Concepts to Discover Production Rules from Data (Abstract)

Mondher Maddouri , National Institute of Applied Sciences & Technology of Tunis - INSAT, Cedex France
Fatma Kaabi , National Institute of Applied Sciences & Technology of Tunis - INSAT, Cedex France
pp. 780-784

Challenges and Interesting Research Directions in Associative Classification (Abstract)

Fadi Thabtah , Philadelphia University, Amman, Jordan
pp. 785-792
Workshop on Optimization-Based Data Mining Techniques with Applications

An Improved Genetic k-means Algorithm for Optimal Clustering (Abstract)

Hai-xiang Guo , China University of Geosciences, Wuhan Hubei 430074 China
Ting Liu , China University of Geosciences, Wuhan Hubei 430074 China
Si-wei Gao , China University of Geosciences, Wuhan Hubei 430074 China
Ke-jun Zhu , China University of Geosciences, Wuhan Hubei 430074 China
pp. 793-797

A Mixed Process Neural Network and its Application to Churn Prediction in Mobile Communications (Abstract)

Shiwei Tang , Peking University, Beijing, P.R. China
Guojie Song , Peking University, Beijing, P.R. China
Ling Wu , Peking University, Beijing, P.R. China
Dongqing Yang , Peking University, Beijing, P.R. China
Tengjiao Wang , Peking University, Beijing, P.R. China
pp. 798-802

Network Intrusion Detection by Multi-group Mathematical Programming based Classifier (Abstract)

Yi Peng , University of Nebraska at Omaha
Zhengxin Chen , University of Nebraska at Omaha
Gang Kou , University of Nebraska at Omaha
Yong Shi , Graduate University of the Chinese Academy of Sciences, 100080, China
pp. 803-807

Data Envelopment Analysis Assessment Machine (Abstract)

Quanling Wei , Renmin University of China
Hong Yan , Hong Kong Polytechnic University
pp. 808-812

Unsupervised and Semi-Supervised Two-class Support Vector Machines (Abstract)

Zhao Kun , China Agricultural University
Tian Ying-jie , Chinese Academy of Sciences
Deng Nai-yang , China Agricultural University
pp. 813-817

Bounded Support Vector Machines, Semidefinite (Abstract)

Zhenyu Chen , Graduate University of Chinese Academy of Sciences, Beijing 100039, P.R.China
Weixuan Xu , Chinese Academy of Sciences, Beijing 100080, P.R.China
Jianping Li , Chinese Academy of Sciences, Beijing 100080, P.R.China
pp. 818-822

Credit Risk Assessment with Least Squares Fuzzy Support Vector Machines (Abstract)

Shouyang Wang , Chinese Academy of Sciences, Beijing, 100080, China
Kin Keung Lai , Hong Kong; College of Business Administration, Hunan University, China
Lean Yu , Chinese Academy of Sciences,Beijing, 100080, China
pp. 823-827

A Data Mining Approach to Classify Credit Cardholders? Behavior (Abstract)

Aihua Li , Graduate University of Chinese Academy of Sciences
Yong Shi , Graduate University of Chinese Academy of Sciences
Jingran Dai , Rensselaer Polytechnic Institute, Troy, New York USA
Meihong Zhu , Capital University of Economics and Business, Beijing, China
pp. 828-832

A Knowledge Management Platform for Optimization-based Data Mining (Abstract)

Jun Li , Graduate University of Chinese Academy of Sciences, Beijing
Ying Liu , Chinese Academy of Sciences
Aihua Li , Graduate University of Chinese Academy of Sciences, Beijing
Yong Shi , Chinese Academy of Sciences
Xingsen Li , Graduate University of Chinese Academy of Sciences, Beijing
pp. 833-837

A Hybrid Strategy for Clustering Data Mining Documents (Abstract)

Zhengxin Chen , University of Nebraska at Omaha
Yi Peng , University of Nebraska at Omaha
Yong Shi , 3Chinese Academy of Sciences
Gang Kou , Thomson Legal & Regulatory, R&D, 610 Opperman Drive, Eagan
pp. 838-842

The Analysis on the Customers Churn of Charge Email Based on Data Mining Take One Internet Company for Example (Abstract)

Guangli Nie , Graduate University of Chinese Academy of Sciences
Xingsen Li , Graduate University of Chinese Academy of Sciences
Yong Shi , Chinese Academy of Sciences
Lingling Zhang , Graduate University of Chinese Academy of Sciences
pp. 843-847

An Effective Hypergraph Clustering in Multi-Stage Data Mining of Traditional Chinese Medicine Syndrome Differentiation (Abstract)

Wang Bo , Northeastern University, Shenyang
Wei Wei-Jie , Northeastern University, Shenyang
Zhang Bin , Northeastern University, Shenyang
Zhang Ming-Wei , Northeastern University, Shenyang
pp. 848-852

A Better Classifier Based on Rough Set and Neural Network for Medical Images (Abstract)

Zhang Longbo , Northwestern Polytechnical University
Jiang Yun , Northwestern Polytechnical University
Li Zhanhuai , Northwestern Polytechnical University
Wang Yong , Northwestern Polytechnical University
pp. 853-857

Influencing Factors in Achieving Active Ageing (Abstract)

Jan Lovie-Kitchin , Queensland University of Technology, Brisbane, Australia
Richi Nayak , Queensland University of Technology, Brisbane, Australia
Laurie Buys , Queensland University of Technology, Brisbane, Australia
pp. 858-862

Optimization Approaches for Semi-Supervised Multiclass Classification (Abstract)

Yasutoshi Yajima , Tokyo Institute of Technology, Japan
Tien-Fang Kuo , Tokyo Institute of Technology, Japan
pp. 863-867

A RBF classifier with supervised center selection and weighted norm (Abstract)

Rong Liu , CAS Department of Mathematics, GUCAS Beijing 100080, China
Yong Shi , CAS Management School, GUCAS Beijing 100080, China
pp. 868-872

Improved Logistic Regression Approach to Predict the Potential Distribution of Invasive Species Using Information Theory and Frequency Statistics (Abstract)

Thomas P. Albright , University of Wisconsin-Madison, WI, USA
Hao Chen , Wuhan University, Wuhan, China
Lijun Chen , National Geomatics Center of China, Beijing, China
Qinfeng Guo , Northern Prairie Wildlife Research Center, U.S. Geological Survey, Jamestown, ND, USA
pp. 873-877

A Probabilistic Ensemble Pruning Algorithm (Abstract)

Xin Yao , University of Birmingham
Peter Tino , University of Birmingham
Huanhuan Chen , University of Birmingham
pp. 878-882
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