Keynote Presentations |
Incompleteness in Data Mining / Hosagrahar Visvesvaraya Jagadish |
Mining E-Commerce Data: The Good, the Bad, and the Ugly / Ronny Kohavi |
Seamless Integration of Data Mining with DBMS and Applications / Hongjun Lu |
Web Mining |
Applying Pattern Mining to Web Information Extraction / Chia-Hui Chang ; Shao-Chen Lui ; Yen-Chin Wu |
Empirical Study of Recommender Systems Using Linear Classifiers / Vijay S. Iyengar ; Tong Zhang |
iJade eMiner-A Web-Based Mining Agent Based on Intelligent Java Agent Development Environment (iJade) on Internet Shopping / Raymond S.T. Lee ; James N.K. Liu |
A Characterized Rating Recommend System / Yao-Tsung Lin ; Shian-Shyong Tseng |
Discovery of Frequent Tree Structured Patterns in Semistructured Web Documents / Tetsuhiro Miyahara ; Takayoshi Shoudai ; Tomoyuki Uchida ; Kenichi Takahashi ; Hiroaki Ueda |
Text Mining |
Text Categorization Using Weight Adjusted k -Nearest Neighbor Classification / Eui-Hong Han ; George Karypis ; Vipin Kumar |
Predictive Self-Organizing Networks for Text Categorization / Ah-Hwee Tan |
Meta-learning Models for Automatic Textual Document Categorization / Kwok-Yin Lai ; Wai Lam |
Efficient Algorithms for Concept Space Construction / Chi Yuen Ng ; Joseph Lee ; Felix Cheung ; Ben Kao ; David Cheung |
Topic Detection, Tracking, and Trend Analysis Using Self-Organizing Neural Networks / Kanagasabi Rajaraman |
Automatic Hypertext Construction through a Text Mining Approach by Self-Organizing Maps / Hsin-Chang Yang ; Chung-Hong Lee |
Applications and Tools |
Semantic Expectation-Based Causation Knowledge Extraction: A Study on Hong Kong Stock Movement Analysis / Boon-Toh Low ; Ki Chan ; Lei-Lei Choi ; Man-Yee Chin ; Sin-Ling Lay |
A Toolbox Approach to Flexible and Efficient Data Mining / Ole M. Nielsen ; Peter Christen ; Markus Hegland ; Tatiana Semenova ; Timothy Hancock |
Determining Progression in Glaucoma Using Visual Fields / Andrew Turpin ; Eibe Frank ; Mark Hall ; Ian H. Witten ; Chris A. Johnson |
Seabreeze Prediction Using Bayesian Networks / Russell J. Kennett ; Kevin B. Korb ; Ann E. Nicholson |
Semi-supervised Learning in Medical Image Database / Chun Hung Li ; Pong Chi Yuen |
On Application of Rough Data Mining Methods to Automatic Construction of Student Models / Feng-Hsu Wang ; Shiou-Wen Hung |
Concept Hierarchies |
Concept Approximation in Concept Lattice / Keyun Hu ; Yuefei Sui ; Yuchang Lu ; Ju Wang ; Chunyi Shi |
Generating Concept Hierarchies/Networks: Mining Additional Semantics in Relational Data / T.Y. Lin |
Representing Large Concept Hierarchies Using Lattice Data Structure / Yanee Kachai ; Kitsana Waiyamai |
Feature Selection |
Feature Selection for Temporal Health Records / Rohan A. Baxter ; Graham J. Williams ; Hongxing He |
Boosting the Performance of Nearest Neighbour Methods with Feature Selection / Shlomo Geva |
Feature Selection for Meta-learning / Alexandros Kalousis ; Melanie Hilario |
Interestingness |
Efficient Mining of Niches and Set Routines / Guozhu Dong ; Kaustubh Deshpande |
Evaluation of Interestingness Measures for Ranking Discovered Knowledge / Robert J. Hilderman ; Howard J. Hamilton |
Peculiarity Oriented Mining and Its Application for Knowledge Discovery in Amino-Acid Data / Ning Zhong ; Muneaki Ohshima ; Setsuo Ohsuga |
Sequence Mining |
Mining Sequence Patterns from Wind Tunnel Experimental Data for Flight Control / Zhenyu Liu ; Wesley W. Chu ; Adam Huang ; Chris Folk ; Chih-Ming Ho |
Scalable Hierarchical Clustering Method for Sequences of Categorical Values / Tadeusz Morzy ; Marek Wojciechowski ; Maciej Zakrzewicz |
FFS-An I/O-Efficient Algorithm for Mining Frequent Sequences / Minghua Zhang ; Chi-Lap Yip |
Sequential Index Structure for Content-Based Retrieval |
Spatial and Temporal Mining |
Temporal Data Mining Using Hidden Markov-Local Polynomial Models / Haixun Wang ; Chang-Shin Perng ; Weiqiang Lin ; Mehmet A. Orgun |
Patterns Discovery Based on Time-Series Decomposition / Jeffrey Xu Yu ; Michael K. Ng ; Joshua Zhexue Huang |
Criteria on Proximity Graphs for Boundary Extraction and Spatial Clustering / Vladimir Estivill-Castro ; Ickjai Lee ; Alan T. Murray |
Micro Similarity Queries in Time Series Database / Xiao-ming Jin |
Association Mining |
Mining Optimal Class Association Rule Set / Jiuyong Li ; Hong Shen ; Rodney Topor |
Generating Frequent Patterns with the Frequent Pattern List / Fan-Chen Tseng ; Ching-Chi Hsu |
User-Defined Association Mining / Ke Wang ; Yu He |
Direct and Incremental Computing of Maximal Covering Rules / Marzena Kryszkiewicz |
Towards Efficient Data Re-mining (DRM) / Jiming Liu ; Jian Yin |
Data Allocation Algorithm for Parallel Association Rule Discovery / Anna M. Manning ; John A. Keane |
Classification and Rule Induction |
Direct Domain Knowledge Inclusion in the PA3 Rule Induction Algorithm / Pedro de Almeida |
Hierarchical Classification of Documents with Error Control / Chun-hung Cheng ; Jian Tang ; Ada Wai-chee Fu ; Irwin King |
An Efficient Data Compression Approach to the Classification Task / Claudia Diamantini ; Maurizio Panti |
Combining the Strength of Pattern Frequency and Distance for Classification / Jinyan Li ; Kotagiri Ramamohanarao |
A Scalable Algorithm for Rule Post-pruning of Large Decision Trees / Trong Dung Nguyen ; Tu Bao Ho ; Hiroshi Shimodaira |
Optimizing the Induction of Alternating Decision Trees / Bernhard Pfahringer ; Geoffrey Holmes ; Richard Kirkby |
Building Behaviour Knowledge Space to Make Classification Decision / Xiuzhen Zhang |
Clustering |
Efficient Hierarchical Clustering Algorithms Using Partially Overlapping Partitions / Manoranjan Dash ; Huan Liu |
A Rough Set-Based Clustering Method with Modification of Equivalence Relations / Shoji Hirano ; Tomohiro Okuzaki ; Yutaka Hata ; Shusaku Tsumoto ; Kouhei Tsumoto |
Importance of Individual Variables in the k-Means Algorithm / Juha Vesanto |
A Hybrid Approach to Clustering in Very Large Databases / Aoying Zhou ; Weining Qian ; Hailei Qian ; Jin Wen ; Shuigeng Zhou ; Ye Fan |
Advanced Topics and New Methods |
A Similarity Indexing Method for the Data Warehousing-Bit-Wise Indexing Method / Wei-Chou Chen ; Lu-Ping Chang ; Mon-Fong Jiang |
Rule Reduction over Numerical Attributes in Decision Trees Using Multilayer Perceptron / DaeEun Kim ; Jaeho Lee |
Knowledge Acquisition from Both Human Expert and Data / Takuya Wada ; Hiroshi Motoda ; Takashi Washio |
Neighborhood Dependencies for Prediction / Renaud Bassée ; Jef Wijsen |
Learning Bayesian Networks with Hidden Variables Using the Combination of EM and Evolutionary Algorithms / Fengzhan Tian |
Interactive Construction of Decision Trees / Jianchao Han ; Nick Cercone |
An Improved Learning Algorithm for Augmented Naive Bayes / Huajie Zhang ; Charles X. Ling |
Generalised RBF Networks Trained Using an IBL Algorithm for Mining Symbolic Data / Liviu Vladutu ; Stergios Papadimitriou ; Severina Mavroudi ; Anastasios Bezerianos |
Author Index |
Keynote Presentations |
Incompleteness in Data Mining / Hosagrahar Visvesvaraya Jagadish |
Mining E-Commerce Data: The Good, the Bad, and the Ugly / Ronny Kohavi |
Seamless Integration of Data Mining with DBMS and Applications / Hongjun Lu |
Web Mining |
Applying Pattern Mining to Web Information Extraction / Chia-Hui Chang ; Shao-Chen Lui ; Yen-Chin Wu |