12. KDD 2006:
Philadelphia,
PA,
USA
Tina Eliassi-Rad, Lyle H. Ungar, Mark Craven, Dimitrios Gunopulos (Eds.):
Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Philadelphia, PA, USA, August 20-23, 2006.
ACM 2006, ISBN 1-59593-339-5 BibTeX
Conference invited talks
Research track papers
- Elke Achtert, Christian Böhm, Hans-Peter Kriegel, Peer Kröger, Arthur Zimek:
Deriving quantitative models for correlation clusters.
4-13
Electronic Edition (ACM DL) BibTeX
- Alekh Agarwal, Soumen Chakrabarti, Sunny Aggarwal:
Learning to rank networked entities.
14-23
Electronic Edition (ACM DL) BibTeX
- Deepak Agarwal, Andrew McGregor, Jeff M. Phillips, Suresh Venkatasubramanian, Zhengyuan Zhu:
Spatial scan statistics: approximations and performance study.
24-33
Electronic Edition (ACM DL) BibTeX
- Aris Anagnostopoulos, Michail Vlachos, Marios Hadjieleftheriou, Eamonn J. Keogh, Philip S. Yu:
Global distance-based segmentation of trajectories.
34-43
Electronic Edition (ACM DL) BibTeX
- Lars Backstrom, Daniel P. Huttenlocher, Jon M. Kleinberg, Xiangyang Lan:
Group formation in large social networks: membership, growth, and evolution.
44-54
Electronic Edition (ACM DL) BibTeX
- Daniel Barbará, Carlotta Domeniconi, James P. Rogers:
Detecting outliers using transduction and statistical testing.
55-64
Electronic Edition (ACM DL) BibTeX
- Christian Böhm, Christos Faloutsos, Jia-Yu Pan, Claudia Plant:
Robust information-theoretic clustering.
65-75
Electronic Edition (ACM DL) BibTeX
- Justin Brickell, Vitaly Shmatikov:
Efficient anonymity-preserving data collection.
76-85
Electronic Edition (ACM DL) BibTeX
- Gregory Buehrer, Srinivasan Parthasarathy, Amol Ghoting:
Out-of-core frequent pattern mining on a commodity PC.
86-95
Electronic Edition (ACM DL) BibTeX
- Toon Calders, Bart Goethals, Szymon Jaroszewicz:
Mining rank-correlated sets of numerical attributes.
96-105
Electronic Edition (ACM DL) BibTeX
- Jin Chen, Wynne Hsu, Mong-Li Lee, See-Kiong Ng:
NeMoFinder: dissecting genome-wide protein-protein interactions with meso-scale network motifs.
106-115
Electronic Edition (ACM DL) BibTeX
- Jason V. Davis, Inderjit S. Dhillon:
Estimating the global pagerank of web communities.
116-125
Electronic Edition (ACM DL) BibTeX
- Chris H. Q. Ding, Tao Li, Wei Peng, Haesun Park:
Orthogonal nonnegative matrix t-factorizations for clustering.
126-135
Electronic Edition (ACM DL) BibTeX
- Wei Fan, Joe McCloskey, Philip S. Yu:
A general framework for accurate and fast regression by data summarization in random decision trees.
136-146
Electronic Edition (ACM DL) BibTeX
- Wei Fan, Ian Davidson:
Reverse testing: an efficient framework to select amongst classifiers under sample selection bias.
147-156
Electronic Edition (ACM DL) BibTeX
- George Forman:
Quantifying trends accurately despite classifier error and class imbalance.
157-166
Electronic Edition (ACM DL) BibTeX
- Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas:
Assessing data mining results via swap randomization.
167-176
Electronic Edition (ACM DL) BibTeX
- Kosuke Hashimoto, Kiyoko F. Aoki-Kinoshita, Nobuhisa Ueda, Minoru Kanehisa, Hiroshi Mamitsuka:
A new efficient probabilistic model for mining labeled ordered trees.
177-186
Electronic Edition (ACM DL) BibTeX
- Steven C. H. Hoi, Michael R. Lyu, Edward Y. Chang:
Learning the unified kernel machines for classification.
187-196
Electronic Edition (ACM DL) BibTeX
- Tamás Horváth, Jan Ramon, Stefan Wrobel:
Frequent subgraph mining in outerplanar graphs.
197-206
Electronic Edition (ACM DL) BibTeX
- Alexander T. Ihler, Jon Hutchins, Padhraic Smyth:
Adaptive event detection with time-varying poisson processes.
207-216
Electronic Edition (ACM DL) BibTeX
- Thorsten Joachims:
Training linear SVMs in linear time.
217-226
Electronic Edition (ACM DL) BibTeX
- Yiping Ke, James Cheng, Wilfred Ng:
Mining quantitative correlated patterns using an information-theoretic approach.
227-236
Electronic Edition (ACM DL) BibTeX
- Arno J. Knobbe, Eric K. Y. Ho:
Maximally informative k-itemsets and their efficient discovery.
237-244
Electronic Edition (ACM DL) BibTeX
- Yehuda Koren, Stephen C. North, Chris Volinsky:
Measuring and extracting proximity in networks.
245-255
Electronic Edition (ACM DL) BibTeX
- Ravi Kumar, Kunal Punera, Andrew Tomkins:
Hierarchical topic segmentation of websites.
257-266
Electronic Edition (ACM DL) BibTeX
- Longin Jan Latecki, Marc Sobel, Rolf Lakämper:
New EM derived from Kullback-Leibler divergence.
267-276
Electronic Edition (ACM DL) BibTeX
- Kristen LeFevre, David J. DeWitt, Raghu Ramakrishnan:
Workload-aware anonymization.
277-286
Electronic Edition (ACM DL) BibTeX
- Ping Li, Trevor Hastie, Kenneth Ward Church:
Very sparse random projections.
287-296
Electronic Edition (ACM DL) BibTeX
- Bing Liu, Kaidi Zhao, Jeffrey Benkler, Weimin Xiao:
Rule interestingness analysis using OLAP operations.
297-306
Electronic Edition (ACM DL) BibTeX
- Elsa Loekito, James Bailey:
Fast mining of high dimensional expressive contrast patterns using zero-suppressed binary decision diagrams.
307-316
Electronic Edition (ACM DL) BibTeX
- Bo Long, Xiaoyun Wu, Zhongfei (Mark) Zhang, Philip S. Yu:
Unsupervised learning on k-partite graphs.
317-326
Electronic Edition (ACM DL) BibTeX
- Michael W. Mahoney, Mauro Maggioni, Petros Drineas:
Tensor-CUR decompositions for tensor-based data.
327-336
Electronic Edition (ACM DL) BibTeX
- Qiaozhu Mei, Dong Xin, Hong Cheng, Jiawei Han, ChengXiang Zhai:
Generating semantic annotations for frequent patterns with context analysis.
337-346
Electronic Edition (ACM DL) BibTeX
- Taneli Mielikäinen, Evimaria Terzi, Panayiotis Tsaparas:
Aggregating time partitions.
347-356
Electronic Edition (ACM DL) BibTeX
- Matthew J. Rattigan, Marc Maier, David Jensen:
Using structure indices for efficient approximation of network properties.
357-366
Electronic Edition (ACM DL) BibTeX
- Rómer Rosales, Glenn Fung:
Learning sparse metrics via linear programming.
367-373
Electronic Edition (ACM DL) BibTeX
- Jimeng Sun, Dacheng Tao, Christos Faloutsos:
Beyond streams and graphs: dynamic tensor analysis.
374-383
Electronic Edition (ACM DL) BibTeX
- Lei Tang, Jianping Zhang, Huan Liu:
Acclimatizing taxonomic semantics for hierarchical content classification from semantics to data-driven taxonomy.
384-393
Electronic Edition (ACM DL) BibTeX
- Yufei Tao, Xiaokui Xiao, Shuigeng Zhou:
Mining distance-based outliers from large databases in any metric space.
394-403
Electronic Edition (ACM DL) BibTeX
- Hanghang Tong, Christos Faloutsos:
Center-piece subgraphs: problem definition and fast solutions.
404-413
Electronic Edition (ACM DL) BibTeX
- Ke Wang, Benjamin C. M. Fung:
Anonymizing sequential releases.
414-423
Electronic Edition (ACM DL) BibTeX
- Xuerui Wang, Andrew McCallum:
Topics over time: a non-Markov continuous-time model of topical trends.
424-433
Electronic Edition (ACM DL) BibTeX
- Geoffrey I. Webb:
Discovering significant rules.
434-443
Electronic Edition (ACM DL) BibTeX
- Dong Xin, Hong Cheng, Xifeng Yan, Jiawei Han:
Extracting redundancy-aware top-k patterns.
444-453
Electronic Edition (ACM DL) BibTeX
- Jieping Ye, Tie Wang:
Regularized discriminant analysis for high dimensional, low sample size data.
454-463
Electronic Edition (ACM DL) BibTeX
- Shipeng Yu, Kai Yu, Volker Tresp, Hans-Peter Kriegel, Mingrui Wu:
Supervised probabilistic principal component analysis.
464-473
Electronic Edition (ACM DL) BibTeX
- Dell Zhang, Wee Sun Lee:
Extracting key-substring-group features for text classification.
474-483
Electronic Edition (ACM DL) BibTeX
- Qiankun Zhao, Tie-Yan Liu, Sourav S. Bhowmick, Wei-Ying Ma:
Event detection from evolution of click-through data.
484-493
Electronic Edition (ACM DL) BibTeX
- Jun Zhu, Zaiqing Nie, Ji-Rong Wen, Bo Zhang, Wei-Ying Ma:
Simultaneous record detection and attribute labeling in web data extraction.
494-503
Electronic Edition (ACM DL) BibTeX
Research track posters
- Naoki Abe, Bianca Zadrozny, John Langford:
Outlier detection by active learning.
504-509
Electronic Edition (ACM DL) BibTeX
- Charu C. Aggarwal, Jian Pei, Bo Zhang:
On privacy preservation against adversarial data mining.
510-516
Electronic Edition (ACM DL) BibTeX
- Bavani Arunasalam, Sanjay Chawla:
CCCS: a top-down associative classifier for imbalanced class distribution.
517-522
Electronic Edition (ACM DL) BibTeX
- Tanya Y. Berger-Wolf, Jared Saia:
A framework for analysis of dynamic social networks.
523-528
Electronic Edition (ACM DL) BibTeX
- Indrajit Bhattacharya, Lise Getoor, Louis Licamele:
Query-time entity resolution.
529-534
Electronic Edition (ACM DL) BibTeX
- Cristian Bucila, Rich Caruana, Alexandru Niculescu-Mizil:
Model compression.
535-541
Electronic Edition (ACM DL) BibTeX
- Robin D. Burke, Bamshad Mobasher, Chad Williams, Runa Bhaumik:
Classification features for attack detection in collaborative recommender systems.
542-547
Electronic Edition (ACM DL) BibTeX
- Vitor R. Carvalho, William W. Cohen:
Single-pass online learning: performance, voting schemes and online feature selection.
548-553
Electronic Edition (ACM DL) BibTeX
- Deepayan Chakrabarti, Ravi Kumar, Andrew Tomkins:
Evolutionary clustering.
554-560
Electronic Edition (ACM DL) BibTeX
- Aristides Gionis, Heikki Mannila, Kai Puolamäki, Antti Ukkonen:
Algorithms for discovering bucket orders from data.
561-566
Electronic Edition (ACM DL) BibTeX
- Hongyu Guo, Herna L. Viktor:
Mining relational data through correlation-based multiple view validation.
567-573
Electronic Edition (ACM DL) BibTeX
- Tomoharu Iwata, Kazumi Saito, Takeshi Yamada:
Recommendation method for extending subscription periods.
574-579
Electronic Edition (ACM DL) BibTeX
- Wolfgang Jank, Galit Shmueli, Shanshan Wang:
Dynamic, real-time forecasting of online auctions via functional models.
580-585
Electronic Edition (ACM DL) BibTeX
- Szymon Jaroszewicz:
Polynomial association rules with applications to logistic regression.
586-591
Electronic Edition (ACM DL) BibTeX
- Nan Jiang, Le Gruenwald:
CFI-Stream: mining closed frequent itemsets in data streams.
592-597
Electronic Edition (ACM DL) BibTeX
- Arnd Christian König, Eric Brill:
Reducing the human overhead in text categorization.
598-603
Electronic Edition (ACM DL) BibTeX
- Deept Kumar, Naren Ramakrishnan, Richard F. Helm, Malcolm Potts:
Algorithms for storytelling.
604-610
Electronic Edition (ACM DL) BibTeX
- Ravi Kumar, Jasmine Novak, Andrew Tomkins:
Structure and evolution of online social networks.
611-617
Electronic Edition (ACM DL) BibTeX
- Sven Laur, Helger Lipmaa, Taneli Mielikäinen:
Cryptographically private support vector machines.
618-624
Electronic Edition (ACM DL) BibTeX
- Hady Wirawan Lauw, Ee-Peng Lim, Ke Wang:
Bias and controversy: beyond the statistical deviation.
625-630
Electronic Edition (ACM DL) BibTeX
- Jure Leskovec, Christos Faloutsos:
Sampling from large graphs.
631-636
Electronic Edition (ACM DL) BibTeX
- Jinze Liu, Qi Zhang, Wei Wang, Leonard McMillan, Jan Prins:
Clustering pair-wise dissimilarity data into partially ordered sets.
637-642
Electronic Edition (ACM DL) BibTeX
- Dharmesh M. Maniyar, Ian T. Nabney:
Visual data mining using principled projection algorithms and information visualization techniques.
643-648
Electronic Edition (ACM DL) BibTeX
- Qiaozhu Mei, ChengXiang Zhai:
A mixture model for contextual text mining.
649-655
Electronic Edition (ACM DL) BibTeX
- Srujana Merugu, Saharon Rosset, Claudia Perlich:
A new multi-view regression approach with an application to customer wallet estimation.
656-661
Electronic Edition (ACM DL) BibTeX
- Riadh Ben Messaoud, Omar Boussaid, Sabine Loudcher Rabaséda:
Efficient multidimensional data representations based on multiple correspondence analysis.
662-667
Electronic Edition (ACM DL) BibTeX
- Fabian Mörchen:
Algorithms for time series knowledge mining.
668-673
Electronic Edition (ACM DL) BibTeX
- J. Saketha Nath, Chiranjib Bhattacharyya, M. Narasimha Murty:
Clustering based large margin classification: a scalable approach using SOCP formulation.
674-679
Electronic Edition (ACM DL) BibTeX
- David Newman, Chaitanya Chemudugunta, Padhraic Smyth:
Statistical entity-topic models.
680-686
Electronic Edition (ACM DL) BibTeX
- Noam Palatin, Arie Leizarowitz, Assaf Schuster, Ran Wolff:
Mining for misconfigured machines in grid systems.
687-692
Electronic Edition (ACM DL) BibTeX
- Jia-Yu Pan, André G. R. Balan, Eric P. Xing, Agma J. M. Traina, Christos Faloutsos:
Automatic mining of fruit fly embryo images.
693-698
Electronic Edition (ACM DL) BibTeX
- Seung-Taek Park, David Pennock, Omid Madani, Nathan Good, Dennis DeCoste:
Naïve filterbots for robust cold-start recommendations.
699-705
Electronic Edition (ACM DL) BibTeX
- Myra Spiliopoulou, Irene Ntoutsi, Yannis Theodoridis, Rene Schult:
MONIC: modeling and monitoring cluster transitions.
706-711
Electronic Edition (ACM DL) BibTeX
- Fabian M. Suchanek, Georgiana Ifrim, Gerhard Weikum:
Combining linguistic and statistical analysis to extract relations from web documents.
712-717
Electronic Edition (ACM DL) BibTeX
- Bin Tan, Xuehua Shen, ChengXiang Zhai:
Mining long-term search history to improve search accuracy.
718-723
Electronic Edition (ACM DL) BibTeX
- Ivor W. Tsang, András Kocsor, James T. Kwok:
Efficient kernel feature extraction for massive data sets.
724-729
Electronic Edition (ACM DL) BibTeX
- Chao Wang, Srinivasan Parthasarathy:
Summarizing itemset patterns using probabilistic models.
730-735
Electronic Edition (ACM DL) BibTeX
- Haixun Wang, Jian Yin, Jian Pei, Philip S. Yu, Jeffrey Xu Yu:
Suppressing model overfitting in mining concept-drifting data streams.
736-741
Electronic Edition (ACM DL) BibTeX
- Steve Wedig, Omid Madani:
A large-scale analysis of query logs for assessing personalization opportunities.
742-747
Electronic Edition (ACM DL) BibTeX
- Li Wei, Eamonn J. Keogh:
Semi-supervised time series classification.
748-753
Electronic Edition (ACM DL) BibTeX
- Raymond Chi-Wing Wong, Jiuyong Li, Ada Wai-Chee Fu, Ke Wang:
(alpha, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing.
754-759
Electronic Edition (ACM DL) BibTeX
- Gang Wu, Edward Y. Chang, Yen-Kuang Chen, Christoper Hughes:
Incremental approximate matrix factorization for speeding up support vector machines.
760-766
Electronic Edition (ACM DL) BibTeX
- Mingxi Wu, Chris Jermaine:
Outlier detection by sampling with accuracy guarantees.
767-772
Electronic Edition (ACM DL) BibTeX
- Dong Xin, Xuehua Shen, Qiaozhu Mei, Jiawei Han:
Discovering interesting patterns through user's interactive feedback.
773-778
Electronic Edition (ACM DL) BibTeX
- Hui Xiong, Junjie Wu, Jian Chen:
K-means clustering versus validation measures: a data distribution perspective.
779-784
Electronic Edition (ACM DL) BibTeX
- Jian Xu, Wei Wang, Jian Pei, Xiaoyuan Wang, Baile Shi, Ada Wai-Chee Fu:
Utility-based anonymization using local recoding.
785-790
Electronic Edition (ACM DL) BibTeX
- Illhoi Yoo, Xiaohua Hu, Il-Yeol Song:
Integration of semantic-based bipartite graph representation and mutual refinement strategy for biomedical literature clustering.
791-796
Electronic Edition (ACM DL) BibTeX
- Zhiping Zeng, Jianyong Wang, Lizhu Zhou, George Karypis:
Coherent closed quasi-clique discovery from large dense graph databases.
797-802
Electronic Edition (ACM DL) BibTeX
- Minghua Zhang, Wynne Hsu, Mong-Li Lee:
Mining progressive confident rules.
803-808
Electronic Edition (ACM DL) BibTeX
- Sheng Zhang, Amit Chakrabarti, James Ford, Fillia Makedon:
Attack detection in time series for recommender systems.
809-814
Electronic Edition (ACM DL) BibTeX
- Shichao Zhang, Feng Chen, Xindong Wu, Chengqi Zhang:
Identifying bridging rules between conceptual clusters.
815-820
Electronic Edition (ACM DL) BibTeX
- Tong Zhang, Alexandrin Popescul, Byron Dom:
Linear prediction models with graph regularization for web-page categorization.
821-826
Electronic Edition (ACM DL) BibTeX
- Lizhuang Zhao, Mohammed J. Zaki, Naren Ramakrishnan:
BLOSOM: a framework for mining arbitrary boolean expressions.
827-832
Electronic Edition (ACM DL) BibTeX
Industrial and government applications track invited talks
Industrial and government applications track papers
- Jinbo Bi, Senthil Periaswamy, Kazunori Okada, Toshiro Kubota, Glenn Fung, Marcos Salganicoff, R. Bharat Rao:
Computer aided detection via asymmetric cascade of sparse hyperplane classifiers.
837-844
Electronic Edition (ACM DL) BibTeX
- Rebecca Castaño, Dominic Mazzoni, Nghia Tang, Ronald Greeley, Thomas Doggett, Benjamin Cichy, Steve A. Chien, Ashley Davies:
Onboard classifiers for science event detection on a remote sensing spacecraft.
845-851
Electronic Edition (ACM DL) BibTeX
- George Forman, Evan Kirshenbaum, Jaap Suermondt:
Pragmatic text mining: minimizing human effort to quantify many issues in call logs.
852-861
Electronic Edition (ACM DL) BibTeX
- Seth Hettich, Michael J. Pazzani:
Mining for proposal reviewers: lessons learned at the national science foundation.
862-871
Electronic Edition (ACM DL) BibTeX
- Chao Liu, Chen Chen, Jiawei Han, Philip S. Yu:
GPLAG: detection of software plagiarism by program dependence graph analysis.
872-881
Electronic Edition (ACM DL) BibTeX
- Fabian Mörchen, Ingo Mierswa, Alfred Ultsch:
Understandable models Of music collections based on exhaustive feature generation with temporal statistics.
882-891
Electronic Edition (ACM DL) BibTeX
- Kaidi Zhao, Bing Liu, Jeffrey Benkler, Weimin Xiao:
Opportunity map: identifying causes of failure - a deployed data mining system.
892-901
Electronic Edition (ACM DL) BibTeX
Industrial and government applications track posters
- Eugene Agichtein, Zijian Zheng:
Identifying "best bet" web search results by mining past user behavior.
902-908
Electronic Edition (ACM DL) BibTeX
- Rich Caruana, Mohamed Farid Elhawary, Art Munson, Mirek Riedewald, Daria Sorokina, Daniel Fink, Wesley M. Hochachka, Steve Kelling:
Mining citizen science data to predict orevalence of wild bird species.
909-915
Electronic Edition (ACM DL) BibTeX
- Julien Etienne, Bernd Wachmann, Lei Zhang:
A component-based framework for knowledge discovery in bioinformatics.
916-921
Electronic Edition (ACM DL) BibTeX
- Byron J. Gao, Obi L. Griffith, Martin Ester, Steven J. M. Jones:
Discovering significant OPSM subspace clusters in massive gene expression data.
922-928
Electronic Edition (ACM DL) BibTeX
- Charles X. Ling, Victor S. Sheng, Tilmann F. W. Bruckhaus, Nazim H. Madhavji:
Maximum profit mining and its application in software development.
929-934
Electronic Edition (ACM DL) BibTeX
- Ingo Mierswa, Michael Wurst, Ralf Klinkenberg, Martin Scholz, Timm Euler:
YALE: rapid prototyping for complex data mining tasks.
935-940
Electronic Edition (ACM DL) BibTeX
- Sankar Virdhagriswaran, Gordon Dakin:
Camouflaged fraud detection in domains with complex relationships.
941-947
Electronic Edition (ACM DL) BibTeX
- Lian Yan, Patrick Baldasare:
Beyond classification and ranking: constrained optimization of the ROI.
948-953
Electronic Edition (ACM DL) BibTeX
Panel
Copyright © Sat May 16 23:27:57 2009
by Michael Ley (ley@uni-trier.de)
