8. ICDM Workshops 2008: Pisa, Italy

Workshop on Reliability Issues in Knowledge Discovery (RIKD 2008)

• Hidenao Abe, Shusaku Tsumoto:
  Comparing Accuracies of Rule Evaluation Models to Determine Human Criteria on Evaluated Rule Sets. 1-7
  
• Zhibo Chen, Carlos Ordonez, Kai Zhao:
  Comparing Reliability of Association Rules and OLAP Statistical Tests. 8-17
  
• Wei Jiang, Min Yao, Jiekai Yu:
  Research on Methodology of Classification Mining for Tumor Markers. 18-26
  
• Lian Liu, Jie Wang, Jun Zhang:
  Wavelet-Based Data Perturbation for Simultaneous Privacy-Preserving and Statistics-Preserving. 27-35
  
• Pedro Pereira Rodrigues, João Gama, Zoran Bosnic:
  Online Reliability Estimates for Individual Predictions in Data Streams. 36-45
  
• Chris Seiffert, Taghi M. Khoshgoftaar, Jason Van Hulse, Amri Napolitano:
  A Comparative Study of Data Sampling and Cost Sensitive Learning. 46-52
  
• J. van Prehn, Evgueni N. Smirnov:
  Region Classification with Decision Trees. 53-59
  
• Ke Wang, James Nga-Kwok Liu, Weimin Ma:
  A Study on the Reliability of Case-Based Reasoning Systems. 60-68
  
• Honghua Dai:
  A Case Study on Classification Reliability. 69-73
  

Workshop on Domain Driven Data Mining (DDDM 2008)

• Longbing Cao:
  Domain Driven Data Mining (D3M). 74-76
  
• Jérémy Besson, Christophe Rigotti, Ieva Mitasiunaite, Jean-François Boulicaut:
  Parameter Tuning for Differential Mining of String Patterns. 77-86
  
• Longbing Cao:
  Behavior Informatics and Analytics: Let Behavior Talk. 87-96
  
• Nicolas Chapados, Charles Dugas, Pascal Vincent, Réjean Ducharme:
  Scoring Models for Insurance Risk Sharing Pool Opimization. 97-105
  
• Depin Chen, Jun Yan, Gang Wang, Yan Xiong, Weiguo Fan, Zheng Chen:
  TransRank: A Novel Algorithm for Transfer of Rank Learning. 106-115
  
• Yang Zhang, Xue Li, Maria E. Orlowska:
  One-Class Classification of Text Streams with Concept Drift. 116-125
  
• Claudia Marinica, Fabrice Guillet, Henri Briand:
  Post-Processing of Discovered Association Rules Using Ontologies. 126-133
  
• Patrick Meulstee, Mykola Pechenizkiy:
  Food Sales Prediction: "If Only It Knew What We Know". 134-143
  
• Bogdan Tomoyuki Nassu, Takashi Nanya, Hiroshi Nakamura:
  Discovering Implicit Redundancies in Network Communications for Detecting Inconsistent Values. 144-153
  
• Olivier Thonnard, Marc Dacier:
  Actionable Knowledge Discovery for Threats Intelligence Support Using a Multi-dimensional Data Mining Methodology. 154-163
  
• Keigo Yoshida, Minoru Inui, Takehisa Yairi, Kazuo Machida, Masaki Shioya, Yoshio Masukawa:
  Identification of Causal Variables for Building Energy Fault Detection by Semi-supervised LDA and Decision Boundary Analysis. 164-173
  

Workshop on M ning Complex Data (MCD 2008)

• Anat Almog, Jacob Goldberger, Yuval Shavitt:
  Unifying Unknown Nodes in the Internet Graph Using Semisupervised Spectral Clustering. 174-183
  
• Michelangelo Ceci:
  Hierarchical Text Categorization in a Transductive Setting. 184-191
  
• Fabrizio Costa, Björn Bringmann:
  Towards Combining Structured Pattern Mining and Graph Kernels. 192-201
  
• Stefano Ferilli, Marenglen Biba, Teresa Maria Altomare Basile, Nicola Di Mauro, Floriana Esposito:
  k-Nearest Neighbor Classification on First-Order Logic Descriptions. 202-210
  
• Germain Forestier, Cédric Wemmert, Pierre Gançarski:
  Semi-supervised Collaborative Clustering with Partial Background Knowledge. 211-217
  
• Thomas Guyet, Rene Quiniou:
  Mining Temporal Patterns with Quantitative Intervals. 218-227
  
• S. Vahid Jazayeri, Osmar R. Zaïane:
  Plant Protein Localization Using Discriminative and Frequent Partition-Based Subsequences. 228-237
  
• YongChul Kwon, Wing Yee Lee, Magdalena Balazinska, Guiping Xu:
  Clustering Events on Streams Using Complex Context Information. 238-247
  
• Corrado Loglisci, Donato Malerba:
  Discovering Triggering Events from Longitudinal Data. 248-256
  
• Yosr Naïja, Salem Chakhar, Kaouthar Blibech, Riadh Robbana:
  Extension of Partitional Clustering Methods for Handling Mixed Data. 257-266
  
• Tomasz Nykiel, Henryk Rybinski:
  Word Sense Discovery for Web Information Retrieval. 267-274
  
• Tomonobu Ozaki, Takenao Ohkawa:
  Mining Correlated Pairs of Patterns in Multidimensional Structured Databases. 275-282
  
• Zbigniew W. Ras, Agnieszka Dardzinska, Li-Shiang Tsay, Hanna Wasyluk:
  Association Action Rules. 283-290
  
• Kiri L. Wagstaff, Terran Lane, Alex Roper:
  Multiple-Instance Regression with Structured Data. 291-300
  
• Tsubasa Yamamoto, Tomonobu Ozaki, Takenao Ohkawa:
  Discovery of Internal and External Hyperclique Patterns in Complex Graph Databases. 301-309
  
• Xin Zhang, Wenxin Jiang, Zbigniew W. Ras:
  Harmonic Blind Sound Source Isolation Enhanced by Spectrum Clustering. 310-319
  

Workshop on Spatial and Spatio-temporal Data Mining (SSTDM 2008)

• Dima Alberg, Mark Last, Sigal Elnekave:
  A Spatio-temporal Simulation Model for Movement Data Generation. 320-325
  
• Annalisa Appice, Anna Ciampi, Antonietta Lanza, Donato Malerba, Antonella Rapolla, Luisa Vetturi:
  Geographic Knowledge Discovery in INGENS: An Inductive Database Perspective. 326-331
  
• Sandro Bimonte, Jérôme Gensel, Michela Bertolotto:
  Enriching Spatial OLAP with Map Generalization: a Conceptual Multidimensional Model. 332-341
  
• Guido Cervone, Pasquale Franzese, Yasmin Ezber, Zafer Boybeyi:
  Risk Assessment of Atmospheric Hazard Releases Using K-Means Clustering. 342-348
  
• Haibin Cheng, Pang-Ning Tan, Christopher Potter, Steven A. Klooster:
  A Robust Graph-Based Algorithm for Detection and Characterization of Anomalies in Noisy Multivariate Time Series. 349-358
  
• Matthew W. Collier, Amy McGovern:
  Kernels for the Investigation of Localized Spatiotemporal Transitions of Drought with Support Vector Machines. 359-368
  
• Surya S. Durbha, Roger L. King, Nicolas H. Younan, Santosh A. Rajender, Shruthi Bheemireddy:
  Standards-Based Coastal Sensor Web. 369-374
  
• Conny Franke, Michael Gertz:
  Detection and Exploration of Outlier Regions in Sensor Data Streams. 375-384
  
• Auroop R. Ganguly, Karsten Steinhaeuser:
  Data Mining for Climate Change and Impacts. 385-394
  
• Leticia I. Gómez, Alejandro A. Vaisman:
  RE-SPaM: Using Regular Expressions for Sequential Pattern Mining in Trajectory Databases. 395-398
  
• Jiangfeng He, Qinming He, Feng Qian, Qi Chen:
  Incremental Maintenance of Discovered Spatial Colocation Patterns. 399-407
  
• Constantin Jucovschi, Peter Baumann, Sorin Stancu-Mara:
  Speeding up Array Query Processing by Just-In-Time Compilation. 408-413
  
• Habil Kalkan, Yasemin Yardimci:
  Extraction of Discriminative Features from Hyperspectral Data. 414-419
  
• Thomas Liebig, Christine Körner, Michael May:
  Scalable Sparse Bayesian Network Learning for Spatial Applications. 420-425
  
• Bert Little, Michael Schucking, Brandon Gartrell, Bing Chen, Kenton Ross, Rodney McKellip:
  High Granularity Remote Sensing and Crop Production over Space and Time: NDVI over the Growing Season and Prediction of Cotton Yields at the Farm Field Level in Texas. 426-435
  
• Ning Liu, Jun Yan, Shuicheng Yan, Weiguo Fan, Zheng Chen:
  Web Query Prediction by Unifying Model. 436-441
  
• Michael May, Dirk Hecker, Christine Körner, Simon Scheider, Daniel Schulz:
  A Vector-Geometry Based Spatial kNN-Algorithm for Traffic Frequency Predictions. 442-447
  
• James Rosswog, Kanad Ghose:
  Detecting and Tracking Spatio-temporal Clusters with Adaptive History Filtering. 448-457
  
• Ranga Raju Vatsavai, Shashi Shekhar, Budhendra L. Bhaduri:
  A Semi-supervised Learning Algorithm for Recognizing Sub-classes. 458-467
  

Workshop on High Performance Data Mining (HPDM 2008)

• Alan Ratner:
  Mining Unstructured Text at Gigabyte per Second Speeds. 468-476
  
• Jie Ouyang, Nilesh V. Patel, Ishwar K. Sethi:
  Chi-Square Test Based Decision Trees Induction in Distributed Environment. 477-485
  
• Eugenio Cesario, Domenico Talia:
  Distributed Data Mining Models as Services on the Grid. 486-495
  
• Marco Lackovic, Domenico Talia, Paolo Trunfio:
  Service Oriented KDD: A Framework for Grid Data Mining Workflows. 496-505
  
• Christoph Weyerhaeuser, Tobias Mindnich, Franz Faerber, Wolfgang Lehner:
  Exploiting Graphic Card Processor Technology to Accelerate Data Mining Queries in SAP NetWeaver BIA. 506-515
  
• B. N. Ranganath, M. Narasimha Murty:
  Stream-Close: Fast Mining of Closed Frequent Itemsets in High Speed Data Streams. 516-525
  
• Baoying Wang, Qin Ding, Imad Rahal:
  Parallel Hierarchical Clustering on Market Basket Data. 526-532
  
• Sasi K. Pitchaimalai, Carlos Ordonez, Carlos Garcia-Alvarado:
  Efficient Distance Computation Using SQL Queries and UDFs. 533-542
  
• Haimonti Dutta, Hillol Kargupta:
  Distributed Linear Programming and Resource Management for Data Mining in Distributed Environments. 543-552
  
• Gábor Takács, István Pilászy, Bottyán Németh, Domonkos Tikk:
  Investigation of Various Matrix Factorization Methods for Large Recommender Systems. 553-562
  

Workshop on Foundations of Data Mining (FDM 2008)

• Mohamed Farouk Abdel Hady, Friedhelm Schwenker:
  Co-training by Committee: A New Semi-supervised Learning Framework. 563-572
  
• Bin Shen, Min Yao, Zhaohui Wu:
  Rules Extraction from Multiple Decisions Ordered Information Tables. 573-582
  
• Chia-Ying Hsieh, Don-Lin Yang, Jungpin Wu:
  An Efficient Sequential Pattern Mining Algorithm Based on the 2-Sequence Matrix. 583-591
  
• Yanbo J. Wang, Xinwei Zheng, Frans Coenen, Cindy Y. Li:
  Mining Allocating Patterns in One-Sum Weighted Items. 592-598
  
• Jan Rauch:
  Remarks to Logical Aspects of Measures of Interestingness of Association Rules. 599-608
  
• Carlos Ordonez, Kai Zhao, Zhibo Chen:
  Bounding and Estimating Association Rule Support from Clusters on Binary Data. 609-618
  
• Li-Shiang Tsay, Zbigniew W. Ras, Seunghyun Im:
  Reclassification Rules. 619-627
  
• Tuan-Fang Fan, Churn-Jung Liau, Tsau Young Lin, Karen Lee:
  A Logical Formulation of the Granular Data Model. 628-634
  
• Xiaoyan Liu, Xindong Wu, Huaiqing Wang, Yingfeng Wang:
  Multilayer Change-Point Detection on Stock Order Flows by Wavelet Transformation. 635-642
  
• Shusaku Tsumoto, Shoji Hirano:
  Statistical Independence and Contingency Matrix. 643-648
  
• Chun-Wei Lin, Tzung-Pei Hong, Wen-Hsiang Lu, Hsin-Yi Chen:
  An FUSP-Tree Maintenance Algorithm for Record Modification. 649-653
  
• Meghana Deodhar, Joydeep Ghosh, Gunjan Gupta, Hyuk Cho, Inderjit S. Dhillon:
  Hunting for Coherent Co-clusters in High Dimensional and Noisy Datasets. 654-663
  
• Daniel Sánchez, Maria J. Martín-Bautista, Ignacio J. Blanco, C. Justicia de la Torre:
  Text Knowledge Mining: An Alternative to Text Data Mining. 664-672
  
• Andrew Foss, Osmar R. Zaïane:
  Estimating True and False Positive Rates in Higher Dimensional Problems and Its Data Mining Applications. 673-681
  
• Michael Davy, Saturnino Luz:
  An Adaptive Pre-filtering Technique for Error-Reduction Sampling in Active Learning. 682-691
  
• Benoît Depaire, Koen Vanhoof, Geert Wets:
  ARUBAS: An Association Rule Based Similarity Framework for Associative Classifiers. 692-699
  
• Fani A. Tzima, Pericles A. Mitkas:
  ZCS Revisited: Zeroth-Level Classifier Systems for Data Mining. 700-709
  
• Airel Pérez Suárez, José Francisco Martínez Trinidad, Jesús Ariel Carrasco-Ochoa, José E. Medina-Pagola:
  A New Graph-Based Algorithm for Clustering Documents. 710-719
  
• Xia Ning, George Karypis:
  The Set Classification Problem and Solution Methods. 720-729
  

Workshop on Semantic Aspects in Data Mining (SADM 2008)

• Jean-François Boulicaut:
  If Constraint-Based Mining is the Answer: What is the Constraint? (Invited Talk). 730
  
• Shiliang Sun:
  Semantic Features for Multi-view Semi-supervised and Active Learning of Text Classification. 731-735
  
• Yulan He, Keiichi Nakata, Deyu Zhou:
  Ontology-Based Protein-Protein Interactions Extraction from Literature Using the Hidden Vector State Model. 736-743
  
• Xinghua Li, Xindong Wu, Xuegang Hu, Fei Xie, Zhaozhong Jiang:
  Keyword Extraction Based on Lexical Chains and Word Co-occurrence for Chinese News Web Pages. 744-751
  
• Pance Panov, Saso Dzeroski, Larisa N. Soldatova:
  OntoDM: An Ontology of Data Mining. 752-760
  
• Claudia Diamantini, Domenico Potena:
  Semantic Annotation and Services for KDD Tools Sharing and Reuse. 761-770
  
• José Luis Ambite, Craig A. Knoblock, Kristina Lerman, Anon Plangprasopchok, Thomas A. Russ, Cenk Gazen, Steven Minton, Mark James Carman:
  Exploiting Data Semantics to Discover, Extract, and Model Web Sources. 771-779
  

Workshop on Data Mining for Design and Marketing (DMDM 2008)

• Michele Gorgoglione, Cosimo Palmisano, S. Lombardi:
  Using Contextual Information to Decrease the Cost of Incorrect Predictions in On-line Customer Behavior Modeling. 780-788
  
• Motoi Iwashita, Ken Nishimatsu, Shinsuke Shimogawa:
  Semantic Analysis Method for Unstructured Data in Telecom Services. 789-795
  
• M. F. Faraone, Michele Gorgoglione, Cosimo Palmisano:
  Using Contextual Information in Transactional Segmentation: An Empirical Study in E-Commerce. 796-805
  
• Meghana Deodhar, Joydeep Ghosh:
  Simultaneous Co-segmentation and Predictive Modeling for Large, Temporal Marketing Data. 806-815
  
• Yoko Nishihara, Wataru Sunayama:
  Title-Composing Support System for Reaching New Audiences. 816-822
  
• Yukio Ohsawa, Yoshiharu Maeno, Akihiro Takaichi, Yoko Nishihara:
  Innovation Game as Workplace for Sensing Values in Design and Market. 823-828
  
• Katsutoshi Yada:
  Character String Analysis and Customer Path in Stream Data. 829-836
  
• Abraham Bagherjeiran, Rajesh Parekh:
  Combining Behavioral and Social Network Data for Online Advertising. 837-846
  

Workshop on Video Mining (VM 2008)

• Peijiang Yuan, Bo Zhang, Jianmin Li:
  Semantic Concept Learning through Massive Internet Video Mining. 847-853
  
• Teng Li, Tao Mei, In-So Kweon, Xian-Sheng Hua:
  Video^M: Multi-video Synopsis. 854-861
  
• Yan Chen, Qiang Wu, Xiangjian He:
  Human Action Recognition by Radon Transform. 862-868
  
• Panpan Huang, Yunhong Wang, Ming Shao:
  A New Method for Multi-view Face Clustering in Video Sequence. 869-873
  
• Tongwei Ren, Yan Liu, Gangshan Wu:
  Full-Reference Quality Assessment for Video Summary. 874-883
  
• Alex Po Leung, Peter Auer:
  An Efficient Search Algorithm for Content-Based Image Retrieval with User Feedback. 884-890
  
• Daniel Barbará, Carlotta Domeniconi, Zoran Duric, Maurizio Filippone, Richard Mansfield, Edgard Lawson:
  Detecting Suspicious Behavior in Surveillance Images. 891-900
  

Workshop on Analysis of Dynamic Networks (ADN 2008)

• Matthieu Latapy, Clémence Magnien, Frédéric Ouédraogo:
  A Radar for the Internet. 901-908
  
• Ilaria Bordino, Paolo Boldi, Debora Donato, Massimo Santini, Sebastiano Vigna:
  Temporal Evolution of the UK Web. 909-918
  
• Elaheh Kamaliha, Fatemeh Riahi, Vahed Qazvinian, Jafar Adibi:
  Characterizing Network Motifs to Identify Spam Comments. 919-928
  
• Chang Hun You, Lawrence B. Holder, Diane J. Cook:
  Graph-Based Data Mining in Dynamic Networks: Empirical Comparison of Compression-Based and Frequency-Based Subgraph Mining. 929-938
  
• Mayank Lahiri, Arun S. Maiya, Rajmonda Sulo, Habiba, Tanya Y. Berger-Wolf:
  The Impact of Structural Changes on Predictions of Diffusion in Networks. 939-948
  
• William J. Cukierski, David J. Foran:
  Using Betweenness Centrality to Identify Manifold Shortcuts. 949-958
  

Demos

• Holger Bast, Fabian M. Suchanek, Ingmar Weber:
  Semantic Full-Text Search with ESTER: Scalable, Easy, Fast. 959-962
  
• Duen Horng Chau, Christos Faloutsos, Hanghang Tong, Jason I. Hong, Brian Gallagher, Tina Eliassi-Rad:
  GRAPHITE: A Visual Query System for Large Graphs. 963-966
  
• Anni Coden, Igor L. Sominsky, Michael A. Tanenblatt:
  Interactive Exploration of Model-Based Automatically Extracted Data. 967-970
  
• Rikard König, Ulf Johansson, Lars Niklasson:
  G-REX: A Versatile Framework for Evolutionary Data Mining. 971-974
  
• Thales Sehn Korting, Leila Maria Garcia Fonseca, Maria Isabel Sobral Escada, Felipe Castro da Silva, Marcelino Pereira dos Santos Silva:
  GeoDMA - A Novel System for Spatial Data Mining. 975-978
  
• Alberto Messina:
  Automatic Multimodal Aggregation of News from Television and the Web. 979-982
  
• Fabio Fumarola, Eliana Salvemini, Donato Malerba:
  A KDD Platform Based on the Application Service Provider Paradigm. 983-986
  
• Hetal Thakkar, Barzan Mozafari, Carlo Zaniolo:
  A Data Stream Mining System. 987-990