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7. PAKDD 2003: Seoul, Korea

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Kyu-Young Whang, Jongwoo Jeon, Kyuseok Shim, Jaideep Srivastava:
Advances in Knowledge Discovery and Data Mining, 7th Pacific-Asia Conference, PAKDD 2003, Seoul, Korea, April 30 - May 2, 2003, Proceedings. Lecture Notes in Computer Science 2637, Springer 2003, ISBN 3-540-04760-3
Industrial Papers (Invited)

Paul S. Bradley:
Data Mining as an Automated Service. 1-13

Ramasamy Uthurusamy:
Trends and Challenges in the Industrial Applications of KDD. 14
Session 1A: Stream Mining I

Xingzhi Sun, Maria E. Orlowska, Xiaofang Zhou
:
Finding Event-Oriented Patterns in Long Temporal Sequences. 15-26

Anny Ng, Ada Wai-Chee Fu:
Mining Frequent Episodes for Relating Financial Events and Stock Trends. 27-39
Session 1B: Graph Mining

Mingsheng Hong, Haofeng Zhou, Wei Wang, Baile Shi:
An Efficient Algorithm of Frequent Connected Subgraph Extraction. 40-51

Warodom Geamsakul, Takashi Matsuda, Tetsuya Yoshida, Hiroshi Motoda, Takashi Washio:
Classifier Construction by Graph-Based Induction for Graph-Structured Data. 52-62
Session 1C: Clustering I

Bin Zhang:
Comparison of the Performance of Center-Based Clustering Algorithms. 63-74

Jörg Sander, Xuejie Qin, Zhiyong Lu, Nan Niu, Alex Kovarsky:
Automatic Extraction of Clusters from Hierarchical Clustering Representations. 75-87
Session 2A: Text Mining

Seong-Bae Park, Byoung-Tak Zhang:
Large Scale Unstructured Document Classification Using Unlabeled Data and Syntactic Information. 88-99

Xiang Ji, Hongyuan Zha:
Extracting Shared Topics of Multiple Documents. 100-110

Yuseop Kim, Jeong Ho Chang, Byoung-Tak Zhang:
An Empirical Study on Dimensionality Optimization in Text Mining for Linguistic Knowledge Acquisition. 111-116

Tianhao Wu, William M. Pottenger:
A Semi-supervised Algorithm for Pattern Discovery in Information Extraction from Textual Data. 117-123
Session 2B: Bio Mining

Annie Y. S. Lau, Siew Siew Ong, Ashesh Mahidadia, Achim G. Hoffmann, Johanna I. Westbrook, Tatjana Zrimec:
Mining Patterns of Dyspepsia Symptoms Across Time Points Using Constraint Association Rules. 124-135

N. Rattanakronkul, T. Wattarujeekrit, Kitsana Waiyamai
:
Predicting Protein Structural Class from Closed Protein Sequences. 136-147

Tu Minh Phuong
, Doheon Lee, Hyung Lee-Kwang:
Learning Rules to Extract Protein Interactions from Biomedical Text. 148-158

Hyongguen Kim, Jong-Chan Park, Kyungsook Han:
Predicting Protein Interactions in Human by Homologous Interactions in Yeast. 159-165
Session 2C: Web Mining

Yi-Dong Shen, Qiang Yang, Zhong Zhang, Hongjun Lu:
Mining the Customer's Up-To-Moment Preferences for E-commerce Recommendation. 166-177

Edmond HaoCun Wu, Michael K. Ng:
A Graph-Based Optimization Algorithm for Website Topology Using Interesting Association Rules. 178-190

Younes Hafri, Chabane Djeraba, Peter L. Stanchev, Bruno Bachimont:
A Markovian Approach for Web User Profiling and Clustering. 191-202

Jason J. Jung, GeunSik Jo:
Extracting User Interests from Bookmarks on the Web. 203-208
Session 3A: Stream Mining II

Gianluigi Greco, Antonella Guzzo, Giuseppe Manco
, Domenico Saccà:
Mining Frequent Instances on Workflows. 209-221

Jung-Hwan Oh, JeongKyu Lee, Sanjaykumar Kote:
Real Time Video Data Mining for Surveillance Video Streams. 222-233

Kamran Karimi
, Howard J. Hamilton:
Distinguishing Causal and Acausal Temporal Relations. 234-240
Session 3B: Bayesian Networks

Edward Harrington, Ralf Herbrich, Jyrki Kivinen, John C. Platt, Robert C. Williamson:
Online Bayes Point Machines. 241-252

Hongbo Shi, Zhihai Wang, Geoffrey I. Webb
, Houkuan Huang:
A New Restricted Bayesian Network Classifier. 265-270
Session 3C: Clustering II

Yanchang Zhao, Song Junde:
AGRID: An Efficient Algorithm for Clustering Large High-Dimensional Datasets. 271-282

Ickjai Lee, Mary-Anne Williams:
Multi-level Clustering and Reasoning about Its Clusters Using Region Connection Calculus. 283-294

Jae-Woo Chang:
An Efficient Cell-Based Clustering Method for Handling Large, High-Dimensional Data. 295-300
Session 4A: Association Rules I

Chia-Hui Chang
, Shi-Hsan Yang:
Enhancing SWF for Incremental Association Mining by Itemset Maintenance. 301-312

Vikram Pudi
, Jayant R. Haritsa:
Reducing Rule Covers with Deterministic Error Bounds. 313-324

P. Deepa Shenoy, K. G. Srinivasa
, K. R. Venugopal, Lalit M. Patnaik:
Evolutionary Approach for Mining Association Rules on Dynamic Databases. 325-336
Session 4B: Semi-structured Data Mining

Yi Lu, Christie I. Ezeife:
Position Coded Pre-order Linked WAP-Tree for Web Log Sequential Pattern Mining. 337-349

Bo-Hyun Yun, Myungeun Lim, Soo-Hyun Park:
An Integrated System of Mining HTML Texts and Filtering Structured Documents. 350-355

Ho-pong Leung, Korris Fu-Lai Chung, Stephen Chi-fai Chan:
A New Sequential Mining Approach to XML Document Similarity Computation. 356-362
Session 4C: Classification I

Myung-Won Kim, Joung Woo Ryu, Samkeun Kim, Joong Geun Lee:
Optimization of Fuzzy Rules for Classification Using Genetic Algorithm. 363-375

Hyunjung Shin, Sungzoon Cho:
Fast Pattern Selection for Support Vector Classifiers. 376-387

Yongdai Kim:
Averaged Boosting: A Noise-Robust Ensemble Method. 388-393

Chenzhou Ye, Jie Yang, Lixiu Yao, Nian-yi Chen:
Improving Performance of Decision Tree Algorithms with Multi-edited Nearest Neighbor Rule. 394-398
Session 5A: Data Analysis

Li Wei, Weining Qian, Aoying Zhou, Wen Jin, Jeffrey Xu Yu:
HOT: Hypergraph-Based Outlier Test for Categorical Data. 399-410

Pierre-Emmanuel Jouve, Nicolas Nicoloyannis:
A Method for Aggregating Partitions, Applications in K.D.D. 411-422

Pauline Lienhua Chou, Xiuzhen Zhang:
Efficiently Computing Iceberg Cubes with Complex Constraints through Bounding. 423-429

Tetsuhiro Miyahara, Yusuke Suzuki, Takayoshi Shoudai, Tomoyuki Uchida, Sachio Hirokawa, Kenichi Takahashi, Hiroaki Ueda:
Extraction of Tag Tree Patterns with Contractible Variables from Irregular Semistructured Data. 430-436
Session 5B: Association Rules II

Chao Liu, Ming Zhang
, Minrui Zheng, Yixin Chen:
Step-by-Step Regression: A More Efficient Alternative for Polynomial Multiple Linear Regression in Stream Cube. 437-448

Chang-Hung Lee, Jian Chih Ou, Ming-Syan Chen:
Progressive Weighted Miner: An Efficient Method for Time-Constraint Mining. 449-460

Sanjay Chawla, Bavani Arunasalam, Joseph G. Davis:
Mining Open Source Software (OSS) Data Using Association Rules Network. 461-466

Iko Pramudiono, Masaru Kitsuregawa:
Parallel FP-Growth on PC Cluster. 467-473
Session 5C: Feature Selection

Huan Liu, Lei Yu, Manoranjan Dash, Hiroshi Motoda:
Active Feature Selection Using Classes. 474-485

Christopher R. Palmer, Christos Faloutsos
:
Electricity Based External Similarity of Categorical Attributes. 486-500

Ying Yang, Geoffrey I. Webb
:
Weighted Proportional k-Interval Discretization for Naive-Bayes Classifiers. 501-512

Shoji Hirano, Shusaku Tsumoto:
Dealing with Relative Similarity in Clustering: An Indiscernibility Based Approach. 513-518
Session 6A: Stream Mining III

Zhigang Li, Liangang Liu, Margaret H. Dunham:
Considering Correlation between Variables to Improve Spatiotemporal Forecasting. 519-531

Pusheng Zhang, Yan Huang
, Shashi Shekhar, Vipin Kumar:
Correlation Analysis of Spatial Time Series Datasets: A Filter-and-Refine Approach. 532-544

Qingguo Zheng, Ke Xu, Shilong Ma:
When to Update the Sequential Patterns of Stream Data? 545-550
Session 6B: Clustering III

Jinmei Xu, Hui Xiong, Sam Yuan Sung, Vipin Kumar:
A New Clustering Algorithm for Transaction Data via Caucus. 551-562

Xin Wang, Howard J. Hamilton:
DBRS: A Density-Based Spatial Clustering Method with Random Sampling. 563-575

Sang Hyun Oh, Won Suk Lee:
Optimized Clustering for Anomaly Intrusion Detection. 576-581
Session 6C: Classification II

Yuko Itokawa, Tomoyuki Uchida, Takayoshi Shoudai, Tetsuhiro Miyahara, Yasuaki Nakamura:
Finding Frequent Subgraphs from Graph Structured Data with Geometric Information and Its Application to Lossless Compression. 582-594

Ratthachat Chatpatanasiri, Boonserm Kijsirikul:
Upgrading ILP Rules to First-Order Bayesian Networks. 595-601

Youngok Kim, Soowon Lee:
A Clustering Validity Assessment Index. 602-608

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