Learning the Unified Kernel Machines for Classification, Steven C.H. Hoi, Michael Lyu, Edward Chang
Regularized Discriminant Analysis for high dimensional, low sample size data, Jieping Ye, Tie Wang
Tensor-CUR Decompositions For Tensor-Based Data, Michael Mahoney, Mauro Maggioni, Petros Drineas
Research Session 7: Tuesday, 10:30 am - 12:00 pm
WEB/GRAPH MINING 2
Center-Piece Subgraphs: Problem Definition and Fast Solutions, Hanghang Tong, Christos Faloutsos
Measuring and Extracting Proximity in Networks, Yehuda Koren, Stephen North, Chris Volinsky
Group Formation in Large Social Networks: Membership, Growth, and Evolution, Lars Backstrom, Dan Huttenlocher, Jon Kleinberg, Xiangyang Lan
Research Session 8: Tuesday, 10:30 am - 12:00 pm
TIME SERIES
Event Detection from Evolution of Click-through Data, Qiankun Zhao, Tie-Yan Liu, Sourav Bhowmick,
Wei-Ying Ma
Adaptive Event Detection using Time-Varying Poisson Processes, Alexander Ihler, Jon Hutchins, Padhraic Smyth
Aggregating Time Partitions, Taneli Mielikäinen, Evimaria Terzi, Panayiotis Tsaparas
Research Session 9: Tuesday, 2:00 pm - 3:30 pm
WEB/GRAPH MINING 3
Frequent Subgraph Mining in Outerplanar Graphs, Tamas Horvath, Jan Ramon, Stefan Wrobel
Using Structure Indices For Efficient Approximation of Network Properties, Matthew Rattigan, Marc Maier, David Jensen
NeMoFinder: Dissecting genome wide protein-protein interactions with repeated and unique network motifs, Jin Chen, Wynne Hsu, Mong Li Lee, Seekiong Ng
Research Session 10: Tuesday, 2:00 pm - 3:30 pm
REDUCED DIMENSION REPRESENTATIONS
Supervised Probabilistic Principal Component Analysis, Shipeng Yu, Kai Yu, Volker Tresp, Hans-Peter Kriegel, Mingrui Wu
Global Distance-Based Segmentation of Trajectories, Aris Anagnostopoulos, Michail Vlachos, Marios Hadjieleftheriou, Eamonn Keogh, Philip S. Yu
Fast Mining of High Dimensional Contrast Patterns Using Zero-suppressed BDDs, Elsa Loekito, James Bailey
Research Session 11: Tuesday, 2:00 pm - 3:30 pm
FREQUENT PATTERN DISCOVERY 1
Rank Methods for Mining Sets of Numerical Attributes, Toon Calders, Bart Goethals, Szymon Jaroszewicz
Mining Quantitative Correlated Patterns Using an Information-Theoretic Approach, Yiping Ke, James Cheng, Wilfred Ng
Efficient Out-of-Core Frequent Itemset Mining on a Commodity PC, Gregory Buehrer, Srinivasan Parthasarathy, Amol Ghoting
Research Session 12: Tuesday, 4:00 pm - 6:00 pm
WEB/TEXT MINING
Simultaneous Record Detection and Attribute Labeling in Web Data Extraction, Jun Zhu, Zaiqing Nie, Ji-Rong Wen, Bo Zhang, Wei-Ying Ma
Acclimatizing Taxonomic Semantics for Hierarchical Content Classification, Lei Tang, Jianping Zhang, Huan Liu
Hierarchical Topic Segmentation of Websites, Ravi Kumar, Kunal Punera, Andrew Tomkins
Topics over Time: A Non-Markov Continuous-Time Model of Topical Trends, Xuerui Wang, Andrew McCallum
Research Session 13: Tuesday, 4:00 pm - 5:30 pm
FREQUENT PATTERN DISCOVERY 2
Discovering significant rules, Geoff Webb
Best Paper runner-up - Assessing data mining results via swap randomization, Aris Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas
Extracting Redundancy-Aware Top-K Patterns, Dong Xin, Hong Cheng, Xifeng Yan, Jiawei Han
Research Session 14: Wednesday, 10:30 am - 12:30 pm
FREQUENT PATTERN DISCOVERY 3
Maximally Informative k-Itemsets and their Efficient Discovery, Arno Knobbe, Eric Ho
Best Student Paper Runner-up - Generating Semantic Annotations for Frequent Patterns with Context Analysis, Qiaozhu Mei, Dong Xin, Hong Cheng,Jiawei Han, ChengXiang Zhai
A New Efficient Probabilistic Model for Mining Labeled Ordered Trees, Kosuke Hashimoto, Kiyoko Aoki-Kinoshita, Nobuhisa Ueda, Minoru Kanehisa, Hiroshi Mamitsuka
Research Session 15: Wednesday, 10:30 am - 12:30 pm
STRUCTURED DATA
Detecting outliers using transduction and statistical significance testing, Daniel Barbara, Carlotta Domeniconi, James Rogers
Spatial Scan Statistics: Approximations and Performance Study, Deepak Agarwal, Andrew McGregor, Jeff Phillips, Suresh Venkatasubramanian, Zhengyuan Zhu
Mining for Proposal Reviewers: Lessons Learned at the National Science Foundation, Seth Hettich, Michael Pazzani
Onboard Classifiers for Science Event Detection on a Remote Sensing Spacecraft, Rebecca Castano, Dominic Mazzoni, Nghia Tang, Thomas Doggett, Steve Chien, Ron Greeley, Ben Cichy, Ashley Davies
Understandable models of music collections based on exhaustive feature generation with temporal statistics, Fabian Mörchen, Ingo Mierswa, Alfred Ultsch
TUTORIALS SCHEDULE Tutorial 1 - Clustering Under Constraints: Theory and Practice Sunday 8/20 8:30-11:00 AM
Sugato Basu and Ian Davidson
Tutorial 2 - Scalable Information Extraction and Integration Sunday 8/20 11:30 AM-2:45 PM
Eugene Agichtein and Sunita Sarawagi
Tutorial 3 - Data Mining for Software Engineering Sunday 8/20 3:15-5:45 PM
Tao Xie and Jian Pei
Tutorial 4 - Mining and Searching Graphs and Structures Sunday 8/20 3:15-5:45 PM
Jiawei Han, Xifeng Yan and Philip S. Yu
Tutorial 5 - Data Analytics for Marketing Decision Support Sunday 8/20 8:30-11:00 AM
Saharon Rosset and Naoki Abe
Tutorial 6 - Sensor Mining at work: Principles and a Water Quality Case-Study Sunday 8/20 11:30 AM-2:45 PM
Christos Faloutsos (SCS, CMU) and Jeanne VanBriesen (CEE, CMU)
Tutorial 7 - Mining High-Throughput Biological Data Wednesday 8/23 10:30 AM-1:00 PM
David Page
Tutorial 8 - Models and Methods for Privacy-Preserving Data Mining and Data Publishing Wednesday 8/23 10:30 AM-1:00 PM
Johannes Gehrke
WORKSHOPS SCHEDULE Workshop 1 - Data Mining for Business Applications (DMBA) Sunday 8/20 8:30-4:30 pm, Full Day
Rayid Ghani and Carlos Soares
Workshop 2 - Second Utility-Based Data Mining (SUBDM) Sunday 8/20 8:30-4:30 pm, Full Day
Gary M. Weiss, Maytal Saar-Tsechansky, Bianca Zadrozny
Workshop 3 - Data Mining Standards, Services and Platforms (DM-SSP06) Sunday 8/20 8:30-4:30 pm, Full Day
Dave Selinger, Robert Grossman, Rick Pechter, Stefan Raspl, Shirley Connelly
Workshop 4 - WEBKDD: Knowledge Discovery on the Web (WEBKDD) Sunday 8/20 8:30-4:30 pm, Full Day
Olfa Nasraoui, Myra Spiliopoulou, Jaideep Srivastava, Bamshad Mobasher, Brij Masand
Workshop 5 - Link Analysis: Dynamics and Statics of Large Networks (LinkKDD) Sunday 8/20 8:30-4:30 pm, Full Day
Marko Grobelnik, Jafar Adibi, Dunja Mladenic, Patrick Pantel, Natasa Milic-Frayling
Workshop 6 - MDM/KDD2006: The Seventh International Workshop on Multimedia Data Mining (SIWMDM) Sunday 8/20 8:30-4:30 pm, Full Day
Zhongfei (Mark) Zhang, Florent Masseglia , Ramesh Jain, Alberto Del Bimbo
Workshop 7 - 6TH Workshop on Data Mining in Bioinformatics (BIOKDD06) Sunday 8/20 8:30-4:30 pm, Full Day
George Karypis, Jiong Yang, Mohammed Zaki
Workshop 8 - 4th Workshop on Temporal Data Mining (4WTDM) Sunday 8/20 8:30-12:30 pm, Half Day
K P Unnikrishnan, Naren Ramakrishnan, P S Sastry, Ramasamy Uthurusamy
Workshop 9 - Theory and Practice of Temporal Data Mining (TPTDM) Sunday 8/20 1:30-4:30 pm, Half Day
Tao Li , Dr. Charles Perng, Dr. Haixun Wang , and Dr. Carlotta Domeniconi
ARCHIVE
The calls for SIGKDD 2006 paper, workshop, tutorial, panel and demo submissions, and nominations for the SIGKDD Service and Innovation Awards are located here.
KDD 2006 August 20 - 23, 2006 Philadelphia, USA