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Tuesday, April 10, 2012

Encyclopedia of Data Warehousing and Mining






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VOLUME I
Action Rules / Zbigniew W. Ras, Angelina Tzacheva, and Li-Shiang Tsay ........................................................... 1
Active Disks for Data Mining / Alexander Thomasian ........................................................................................... 6
Active Learning with Multiple Views / Ion Muslea ................................................................................................. 12
Administering and Managing a Data Warehouse / James E. Yao, Chang Liu, Qiyang Chen, and June Lu .......... 17
Agent-Based Mining of User Profiles for E-Services / Pasquale De Meo, Giovanni Quattrone,
Giorgio Terracina, and Domenico Ursino ......................................................................................................... 23
Aggregate Query Rewriting in Multidimensional Databases / Leonardo Tininini ................................................. 28
Aggregation for Predictive Modeling with Relational Data / Claudia Perlich and Foster Provost ....................... 33
API Standardization Efforts for Data Mining / Jaroslav Zendulka ......................................................................... 39
Application of Data Mining to Recommender Systems, The / J. Ben Schafer ........................................................ 44
Approximate Range Queries by Histograms in OLAP / Francesco Buccafurri and Gianluca Lax ........................ 49
Artificial Neural Networks for Prediction / Rafael Martí ......................................................................................... 54
Association Rule Mining / Yew-Kwong Woon, Wee-Keong Ng, and Ee-Peng Lim ................................................ 59
Association Rule Mining and Application to MPIS / Raymond Chi-Wing Wong and Ada Wai-Chee Fu ............. 65
Association Rule Mining of Relational Data / Anne Denton and Christopher Besemann ..................................... 70
Association Rules and Statistics / Martine Cadot, Jean-Baptiste Maj, and Tarek Ziadé ..................................... 74
Automated Anomaly Detection / Brad Morantz ..................................................................................................... 78
Automatic Musical Instrument Sound Classification / Alicja A. Wieczorkowska ................................................... 83
Bayesian Networks / Ahmad Bashir, Latifur Khan, and Mamoun Awad ............................................................... 89
Best Practices in Data Warehousing from the Federal Perspective / Les Pang ....................................................... 94
Bibliomining for Library Decision-Making / Scott Nicholson and Jeffrey Stanton ................................................. 100
Biomedical Data Mining Using RBF Neural Networks / Feng Chu and Lipo Wang ................................................ 106
Building Empirical-Based Knowledge for Design Recovery / Hee Beng Kuan Tan and Yuan Zhao ...................... 112
Business Processes / David Sundaram and Victor Portougal ............................................................................... 118
Case-Based Recommender Systems / Fabiana Lorenzi and Francesco Ricci ....................................................... 124
Categorization Process and Data Mining / Maria Suzana Marc Amoretti ............................................................. 129
Center-Based Clustering and Regression Clustering / Bin Zhang ........................................................................... 134
Classification and Regression Trees / Johannes Gehrke ........................................................................................ 141
Classification Methods / Aijun An ........................................................................................................................... 144
Closed-Itemset Incremental-Mining Problem / Luminita Dumitriu ......................................................................... 150
Cluster Analysis in Fitting Mixtures of Curves / Tom Burr ..................................................................................... 154
Clustering Analysis and Algorithms / Xiangji Huang ............................................................................................. 159
Clustering in the Identification of Space Models / Maribel Yasmina Santos, Adriano Moreira,
and Sofia Carneiro .............................................................................................................................................. 165
Clustering of Time Series Data / Anne Denton ......................................................................................................... 172
Clustering Techniques / Sheng Ma and Tao Li ....................................................................................................... 176
Clustering Techniques for Outlier Detection / Frank Klawonn and Frank Rehm ................................................. 180
Combining Induction Methods with the Multimethod Approach / Mitja Leni , Peter Kokol, Petra Povalej
and Milan Zorman ............................................................................................................................................... 184
Comprehensibility of Data Mining Algorithms / Zhi-Hua Zhou .............................................................................. 190
Computation of OLAP Cubes / Amin A. Abdulghani .............................................................................................. 196
Concept Drift / Marcus A. Maloof ............................................................................................................................ 202
Condensed Representations for Data Mining / Jean-Francois Boulicaut ............................................................. 207
Content-Based Image Retrieval / Timo R. Bretschneider and Odej Kao ................................................................. 212
Continuous Auditing and Data Mining / Edward J. Garrity, Joseph B. O’Donnell,
and G. Lawrence Sanders ................................................................................................................................... 217
Data Driven vs. Metric Driven Data Warehouse Design / John M. Artz ................................................................. 223
Data Management in Three-Dimensional Structures / Xiong Wang ........................................................................ 228
Data Mining and Decision Support for Business and Science / Auroop R. Ganguly, Amar Gupta,
and Shiraj Khan .................................................................................................................................................. 233
Data Mining and Warehousing in Pharma Industry / Andrew Kusiak and Shital C. Shah .................................... 239
Data Mining for Damage Detection in Engineering Structures / Ramdev Kanapady
and Aleksandar Lazarevic .................................................................................................................................. 245
Data Mining for Intrusion Detection / Aleksandar Lazarevic ................................................................................. 251
Data Mining in Diabetes Diagnosis and Detection / Indranil Bose ........................................................................ 257
Data Mining in Human Resources / Marvin D. Troutt and Lori K. Long ............................................................... 262
Data Mining in the Federal Government / Les Pang ................................................................................................ 268
Data Mining in the Soft Computing Paradigm / Pradip Kumar Bala, Shamik Sural,
and Rabindra Nath Banerjee .............................................................................................................................. 272
Data Mining Medical Digital Libraries / Colleen Cunningham and Xiaohua Hu ................................................... 278
Data Mining Methods for Microarray Data Analysis / Lei Yu and Huan Liu ......................................................... 283
Data Mining with Cubegrades / Amin A. Abdulghani ............................................................................................. 288
Data Mining with Incomplete Data / Hai Wang and Shouhong Wang .................................................................... 293
Data Quality in Cooperative Information Systems / Carlo Marchetti, Massimo Mecella, Monica Scannapieco,
and Antonino Virgillito ...................................................................................................................................... 297
Data Quality in Data Warehouses / William E. Winkler .......................................................................................... 302
Data Reduction and Compression in Database Systems / Alexander Thomasian .................................................. 307
Data Warehouse Back-End Tools / Alkis Simitsis and Dimitri Theodoratos ......................................................... 312
Data Warehouse Performance / Beixin (Betsy) Lin, Yu Hong, and Zu-Hsu Lee ..................................................... 318
Data Warehousing and Mining in Supply Chains / Richard Mathieu and Reuven R. Levary ............................... 323
Data Warehousing Search Engine / Hadrian Peter and Charles Greenidge ......................................................... 328
Data Warehousing Solutions for Reporting Problems / Juha Kontio ..................................................................... 334
Database Queries, Data Mining, and OLAP / Lutz Hamel ....................................................................................... 339
Database Sampling for Data Mining / Patricia E.N. Lutu ....................................................................................... 344
DEA Evaluation of Performance of E-Business Initiatives / Yao Chen, Luvai Motiwalla, and M. Riaz Khan ...... 349
Decision Tree Induction / Roberta Siciliano and Claudio Conversano ............................................................... 353
Diabetic Data Warehouses / Joseph L. Breault ....................................................................................................... 359
Discovering an Effective Measure in Data Mining / Takao Ito ............................................................................... 364
Discovering Knowledge from XML Documents / Richi Nayak .............................................................................. 372
Discovering Ranking Functions for Information Retrieval / Weiguo Fan and Praveen Pathak ............................ 377
Discovering Unknown Patterns in Free Text / Jan H. Kroeze ................................................................................. 382
Discovery Informatics / William W. Agresti ............................................................................................................. 387
Discretization for Data Mining / Ying Yang and Geoffrey I. Webb .......................................................................... 392
Discretization of Continuous Attributes / Fabrice Muhlenbach and Ricco Rakotomalala .................................. 397
Distributed Association Rule Mining / Mafruz Zaman Ashrafi, David Taniar, and Kate A. Smith ........................ 403
Distributed Data Management of Daily Car Pooling Problems / Roberto Wolfler Calvo, Fabio de Luigi,
Palle Haastrup, and Vittorio Maniezzo ............................................................................................................. 408
Drawing Representative Samples from Large Databases / Wen-Chi Hou, Hong Guo, Feng Yan,
and Qiang Zhu ..................................................................................................................................................... 413
Efficient Computation of Data Cubes and Aggregate Views / Leonardo Tininini .................................................. 421
Embedding Bayesian Networks in Sensor Grids / Juan E. Vargas .......................................................................... 427
Employing Neural Networks in Data Mining / Mohamed Salah Hamdi .................................................................. 433
Enhancing Web Search through Query Log Mining / Ji-Rong Wen ....................................................................... 438
Enhancing Web Search through Web Structure Mining / Ji-Rong Wen ................................................................. 443
Ensemble Data Mining Methods / Nikunj C. Oza ................................................................................................... 448
Ethics of Data Mining / Jack Cook ......................................................................................................................... 454
Ethnography to Define Requirements and Data Model / Gary J. DeLorenzo ......................................................... 459
Evaluation of Data Mining Methods / Paolo Giudici ............................................................................................. 464
Evolution of Data Cube Computational Approaches / Rebecca Boon-Noi Tan ...................................................... 469
Evolutionary Computation and Genetic Algorithms / William H. Hsu ..................................................................... 477
Evolutionary Data Mining For Genomics / Laetitia Jourdan, Clarisse Dhaenens, and El-Ghazali Talbi ............ 482
Evolutionary Mining of Rule Ensembles / Jorge Muruzábal .................................................................................. 487
Explanation-Oriented Data Mining / Yiyu Yao and Yan Zhao ................................................................................. 492
Factor Analysis in Data Mining / Zu-Hsu Lee, Richard L. Peterson, Chen-Fu Chien, and Ruben Xing ............... 498
Financial Ratio Selection for Distress Classification / Roberto Kawakami Harrop Galvão, Victor M. Becerra,
and Magda Abou-Seada ..................................................................................................................................... 503
Flexible Mining of Association Rules / Hong Shen ................................................................................................. 509
Formal Concept Analysis Based Clustering / Jamil M. Saquer .............................................................................. 514
Fuzzy Information and Data Analysis / Reinhard Viertl ......................................................................................... 519
General Model for Data Warehouses, A / Michel Schneider .................................................................................. 523
Genetic Programming / William H. Hsu .................................................................................................................... 529
Graph Transformations and Neural Networks / Ingrid Fischer ............................................................................... 534
Graph-Based Data Mining / Lawrence B. Holder and Diane J. Cook .................................................................... 540
Group Pattern Discovery Systems for Multiple Data Sources / Shichao Zhang and Chengqi Zhang ................... 546
Heterogeneous Gene Data for Classifying Tumors / Benny Yiu-ming Fung and Vincent To-yee Ng .................... 550
Hierarchical Document Clustering / Benjamin C. M. Fung, Ke Wang, and Martin Ester ....................................... 555
High Frequency Patterns in Data Mining / Tsau Young Lin .................................................................................... 560
Homeland Security Data Mining and Link Analysis / Bhavani Thuraisingham ..................................................... 566
Humanities Data Warehousing / Janet Delve .......................................................................................................... 570
Hyperbolic Space for Interactive Visualization / Jörg Andreas Walter ................................................................... 575
VOLUME II
Identifying Single Clusters in Large Data Sets / Frank Klawonn and Olga Georgieva ......................................... 582
Immersive Image Mining in Cardiology / Xiaoqiang Liu, Henk Koppelaar, Ronald Hamers,
and Nico Bruining ............................................................................................................................................... 586
Imprecise Data and the Data Mining Process / Marvin L. Brown and John F. Kros .............................................. 593
Incorporating the People Perspective into Data Mining / Nilmini Wickramasinghe .............................................. 599
Incremental Mining from News Streams / Seokkyung Chung, Jongeun Jun and Dennis McLeod ........................ 606
Inexact Field Learning Approach for Data Mining / Honghua Dai ......................................................................... 611
Information Extraction in Biomedical Literature / Min Song, Il-Yeol Song, Xiaohua Hu, and Hyoil Han .............. 615
Instance Selection / Huan Liu and Lei Yu ............................................................................................................... 621
Integration of Data Sources through Data Mining / Andreas Koeller .................................................................... 625
Intelligence Density / David Sundaram and Victor Portougal .............................................................................. 630
Intelligent Data Analysis / Xiaohui Liu ................................................................................................................... 634
Intelligent Query Answering / Zbigniew W. Ras and Agnieszka Dardzinska ........................................................ 639
Interactive Visual Data Mining / Shouhong Wang and Hai Wang .......................................................................... 644
Interscheme Properties’ Role in Data Warehouses / Pasquale De Meo, Giorgio Terracina,
and Domenico Ursino .......................................................................................................................................... 647
Inter-Transactional Association Analysis for Prediction / Ling Feng and Tharam Dillon .................................... 653
Interval Set Representations of Clusters / Pawan Lingras, Rui Yan, Mofreh Hogo, and Chad West .................... 659
Kernel Methods in Chemoinformatics / Huma Lodhi .............................................................................................. 664
Knowledge Discovery with Artificial Neural Networks / Juan R. Rabuñal Dopico, Daniel Rivero Cebrián,
Julián Dorado de la Calle, and Nieves Pedreira Souto .................................................................................... 669
Learning Bayesian Networks / Marco F. Ramoni and Paola Sebastiani ............................................................... 674
Learning Information Extraction Rules for Web Data Mining / Chia-Hui Chang and Chun-Nan Hsu .................. 678
Locally Adaptive Techniques for Pattern Classification / Carlotta Domeniconi and Dimitrios Gunopulos ........ 684
Logical Analysis of Data / Endre Boros, Peter L. Hammer, and Toshihide Ibaraki .............................................. 689
Lsquare System for Mining Logic Data, The / Giovanni Felici and Klaus Truemper ............................................ 693
Marketing Data Mining / Victor S.Y. Lo .................................................................................................................. 698
Material Acquisitions Using Discovery Informatics Approach / Chien-Hsing Wu and Tzai-Zang Lee ................. 705
Materialized Hypertext View Maintenance / Giuseppe Sindoni .............................................................................. 710
Materialized Hypertext Views / Giuseppe Sindoni ................................................................................................... 714
Materialized View Selection for Data Warehouse Design / Dimitri Theodoratos and Alkis Simitsis ..................... 717
Methods for Choosing Clusters in Phylogenetic Trees / Tom Burr ........................................................................ 722
Microarray Data Mining / Li M. Fu .......................................................................................................................... 728
Microarray Databases for Biotechnology / Richard S. Segall ................................................................................ 734
Mine Rule / Rosa Meo and Giuseppe Psaila ........................................................................................................... 740
Mining Association Rules on a NCR Teradata System / Soon M. Chung and Murali Mangamuri ....................... 746
Mining Association Rules Using Frequent Closed Itemsets / Nicolas Pasquier ................................................... 752
Mining Chat Discussions / Stanley Loh, Daniel Licthnow, Thyago Borges, Tiago Primo,
Rodrigo Branco Kickhöfel, Gabriel Simões, Gustavo Piltcher, and Ramiro Saldaña ..................................... 758
Mining Data with Group Theoretical Means / Gabriele Kern-Isberner .................................................................. 763
Mining E-Mail Data / Steffen Bickel and Tobias Scheffer ....................................................................................... 768
Mining for Image Classification Based on Feature Elements / Yu-Jin Zhang ......................................................... 773
Mining for Profitable Patterns in the Stock Market / Yihua Philip Sheng, Wen-Chi Hou, and Zhong Chen ......... 779
Mining for Web-Enabled E-Business Applications / Richi Nayak ......................................................................... 785
Mining Frequent Patterns via Pattern Decomposition / Qinghua Zou and Wesley Chu ......................................... 790
Mining Group Differences / Shane M. Butler and Geoffrey I. Webb ....................................................................... 795
Mining Historical XML / Qiankun Zhao and Sourav Saha Bhowmick .................................................................. 800
Mining Images for Structure / Terry Caelli ............................................................................................................. 805
Mining Microarray Data / Nanxiang Ge and Li Liu ................................................................................................ 810
Mining Quantitative and Fuzzy Association Rules / Hong Shen and Susumu Horiguchi ..................................... 815
Model Identification through Data Mining / Diego Liberati .................................................................................. 820
Modeling Web-Based Data in a Data Warehouse / Hadrian Peter and Charles Greenidge ................................. 826
Moral Foundations of Data Mining / Kenneth W. Goodman ................................................................................... 832
Mosaic-Based Relevance Feedback for Image Retrieval / Odej Kao and Ingo la Tendresse ................................. 837
Multimodal Analysis in Multimedia Using Symbolic Kernels / Hrishikesh B. Aradhye and Chitra Dorai ............ 842
Multiple Hypothesis Testing for Data Mining / Sach Mukherjee ........................................................................... 848
Music Information Retrieval / Alicja A. Wieczorkowska ......................................................................................... 854
Negative Association Rules in Data Mining / Olena Daly and David Taniar ....................................................... 859
Neural Networks for Prediction and Classification / Kate A. Smith ......................................................................... 865
Off-Line Signature Recognition / Indrani Chakravarty, Nilesh Mishra, Mayank Vatsa, Richa Singh,
and P. Gupta ........................................................................................................................................................ 870
Online Analytical Processing Systems / Rebecca Boon-Noi Tan ........................................................................... 876
Online Signature Recognition / Indrani Chakravarty, Nilesh Mishra, Mayank Vatsa, Richa Singh,
and P. Gupta ........................................................................................................................................................ 885
Organizational Data Mining / Hamid R. Nemati and Christopher D. Barko .......................................................... 891
Path Mining in Web Processes Using Profiles / Jorge Cardoso ............................................................................. 896
Pattern Synthesis for Large-Scale Pattern Recognition / P. Viswanath, M. Narasimha Murty,
and Shalabh Bhatnagar ..................................................................................................................................... 902
Physical Data Warehousing Design / Ladjel Bellatreche and Mukesh Mohania .................................................. 906
Predicting Resource Usage for Capital Efficient Marketing / D. R. Mani, Andrew L. Betz, and James H. Drew .... 912
Privacy and Confidentiality Issues in Data Mining / Yücel Saygin ......................................................................... 921
Privacy Protection in Association Rule Mining / Neha Jha and Shamik Sural ..................................................... 925
Profit Mining / Senqiang Zhou and Ke Wang ......................................................................................................... 930
Pseudo Independent Models / Yang Xiang ............................................................................................................ 935
Reasoning about Frequent Patterns with Negation / Marzena Kryszkiewicz ......................................................... 941
Recovery of Data Dependencies / Hee Beng Kuan Tan and Yuan Zhao ................................................................ 947
Reinforcing CRM with Data Mining / Dan Zhu ........................................................................................................ 950
Resource Allocation in Wireless Networks / Dimitrios Katsaros, Gökhan Yavas, Alexandros Nanopoulos,
Murat Karakaya, Özgür Ulusoy, and Yannis Manolopoulos ............................................................................ 955
Retrieving Medical Records Using Bayesian Networks / Luis M. de Campos, Juan M. Fernández-Luna,
and Juan F. Huete ............................................................................................................................................... 960
Robust Face Recognition for Data Mining / Brian C. Lovell and Shaokang Chen ............................................... 965
Rough Sets and Data Mining / Jerzy W. Grzymala-Busse and Wojciech Ziarko .................................................... 973
Rule Generation Methods Based on Logic Synthesis / Marco Muselli .................................................................. 978
Rule Qualities and Knowledge Combination for Decision-Making / Ivan Bruha .................................................... 984
Sampling Methods in Approximate Query Answering Systems / Gautam Das ...................................................... 990
Scientific Web Intelligence / Mike Thelwall ............................................................................................................ 995
Search Situations and Transitions / Nils Pharo and Kalervo Järvelin .................................................................. 1000
Secure Multiparty Computation for Privacy Preserving Data Mining / Yehida Lindell .......................................... 1005
Semantic Data Mining / Protima Banerjee, Xiaohua Hu, and Illhoi Yoo ............................................................... 1010
Semi-Structured Document Classification / Ludovic Denoyer and Patrick Gallinari ............................................ 1015
Semi-Supervised Learning / Tobias Scheffer ............................................................................................................ 1022
Sequential Pattern Mining / Florent Masseglia, Maguelonne Teisseire, and Pascal Poncelet ............................ 1028
Software Warehouse / Honghua Dai ....................................................................................................................... 1033
Spectral Methods for Data Clustering / Wenyuan Li ............................................................................................... 1037
Statistical Data Editing / Claudio Conversano and Roberta Siciliano .................................................................. 1043
Statistical Metadata in Data Processing and Interchange / Maria Vardaki ........................................................... 1048
Storage Strategies in Data Warehouses / Xinjian Lu .............................................................................................. 1054
Subgraph Mining / Ingrid Fischer and Thorsten Meinl .......................................................................................... 1059
Support Vector Machines / Mamoun Awad and Latifur Khan ............................................................................... 1064
Support Vector Machines Illuminated / David R. Musicant .................................................................................... 1071
Survival Analysis and Data Mining / Qiyang Chen, Alan Oppenheim, and Dajin Wang ...................................... 1077
Symbiotic Data Mining / Kuriakose Athappilly and Alan Rea .............................................................................. 1083
Symbolic Data Clustering / Edwin Diday and M. Narasimha Murthy .................................................................... 1087
Synthesis with Data Warehouse Applications and Utilities / Hakikur Rahman .................................................... 1092
Temporal Association Rule Mining in Event Sequences / Sherri K. Harms ........................................................... 1098
Text Content Approaches in Web Content Mining / Víctor Fresno Fernández and Luis Magdalena Layos ....... 1103
Text Mining-Machine Learning on Documents / Dunja Mladenić ........................................................................ 1109
Text Mining Methods for Hierarchical Document Indexing / Han-Joon Kim ......................................................... 1113
Time Series Analysis and Mining Techniques / Mehmet Sayal .............................................................................. 1120
Time Series Data Forecasting / Vincent Cho ........................................................................................................... 1125
Topic Maps Generation by Text Mining / Hsin-Chang Yang and Chung-Hong Lee ............................................. 1130
Transferable Belief Model / Philippe Smets ............................................................................................................ 1135
Tree and Graph Mining / Dimitrios Katsaros and Yannis Manolopoulos ............................................................. 1140
Trends in Web Content and Structure Mining / Anita Lee-Post and Haihao Jin .................................................. 1146
Trends in Web Usage Mining / Anita Lee-Post and Haihao Jin ............................................................................ 1151
Unsupervised Mining of Genes Classifying Leukemia / Diego Liberati, Sergio Bittanti,
and Simone Garatti ............................................................................................................................................. 1155
Use of RFID in Supply Chain Data Processing / Jan Owens, Suresh Chalasani,
and Jayavel Sounderpandian ............................................................................................................................. 1160
Using Dempster-Shafer Theory in Data Mining / Malcolm J. Beynon .................................................................... 1166
Using Standard APIs for Data Mining in Prediction / Jaroslav Zendulka .............................................................. 1171
Utilizing Fuzzy Decision Trees in Decision Making / Malcolm J. Beynon .............................................................. 1175
Vertical Data Mining / William Perrizo, Qiang Ding, Qin Ding, and Taufik Abidin .............................................. 1181
Video Data Mining / JungHwan Oh, JeongKyu Lee, and Sae Hwang .................................................................... 1185
Visualization Techniques for Data Mining / Herna L. Viktor and Eric Paquet ...................................................... 1190
Wavelets for Querying Multidimensional Datasets / Cyrus Shahabi, Dimitris Sacharidis,
and Mehrdad Jahangiri ...................................................................................................................................... 1196
Web Mining in Thematic Search Engines / Massimiliano Caramia and Giovanni Felici .................................... 1201
Web Mining Overview / Bamshad Mobasher ......................................................................................................... 1206
Web Page Extension of Data Warehouses / Anthony Scime ................................................................................... 1211
Web Usage Mining / Bamshad Mobasher ............................................................................................................... 1216
Web Usage Mining and Its Applications / Yongjian Fu ......................................................................................... 1221
Web Usage Mining Data Preparation / Bamshad Mobasher ................................................................................... 1226
Web Usage Mining through Associative Models / Paolo Giudici and Paola Cerchiello .................................... 1231
World Wide Web Personalization / Olfa Nasraoui ................................................................................................. 1235
World Wide Web Usage Mining / Wen-Chen Hu, Hung-Jen Yang, Chung-wei Lee, and Jyh-haw Yeh ............... 1242



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