LIST OF PUBLICATIONS

Book

Pang-Ning Tan, Michael Steinbach, and Vipin Kumar Introduction to Data Mining Addison-Wesley (2005).

Journal Articles

Kapila Moonesinghe and Pang-Ning Tan Outlier Detection using Random Walk to appear in International Journal on Artificial Intelligence Tools (IJAIT) (2008).

Hui Xiong, Pang-Ning Tan, Vipin Kumar Hyperclique Pattern Discovery Data Mining and Knowledge Discovery, 13(2), 219-242, September (2006).

Hui Xiong, Shashi Shekhar, Pang-Ning Tan, Vipin Kumar Exploiting a Support-based Upper Bound of Pearson's Correlation Coefficient for Efficiently Identifying Strongly Correlated Pairs IEEE Transactions on Knowledge and Data Engineering, 18(4), April (2006).

Bo Wang, Sohraab Soltanis, Jonathan Shapiro, and Pang-Ning Tan Local Detection of Selfish Routing Behavior in Ad Hoc Networks Journal of Interconnection Networks, 7(1), 133-146 (2006).

Christopher Potter, Pang-Ning Tan, Vipin Kumar, Christopher Kucharik, Steven Klooster, Vanessa Genovese, Warren Cohen, Sean Healey Recent History of Large-Scale Ecosystem Disturbances in North America Derived from the AVHRR Satellite Record, Ecosystems, 8(7), 808-824 (2005).

Pang-Ning Tan, Vipin Kumar, Jaideep Srivastava, Selecting the Right Objective Measure for Association Analysis Information Systems, 29(4), 293-313 (2004).

Christopher Potter, Steven Klooster, Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Shashi Shekhar, CJR Carvalho, Understanding Global Teleconnections of Climate to Regional Model Estimates of Amazon Ecosystem Carbon Fluxes accepted by Global Change Biology (2003).

Christopher Potter, Steven Klooster, Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Ranga Myneni, Vanessa Genovese, Variability in Terrestrial Carbon Sinks Over Two Decades: Part 1 - North America accepted by Earth Interactions (2003).

Christopher Potter, Steven Klooster, Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Shashi Shekhar, Ranga Myneni, Ramakrishna Nemani, Global Teleconnections of Ocean Climate to Terrestrial Carbon Flux, J. Geophysical Research, 108(D17), 4556, September (2003).

Christopher Potter, Pang-Ning Tan, Michael Steinbach, Steven Klooster, Vipin Kumar, Ranga Myneni, Vanessa Genovese, Major Disturbance Events in Terrestrial Ecosystems Detected using Global Satellite Data Sets, Global Change Biology, 9(7), 1005-1021 (2003).

Christopher Potter, Steven Klooster, Ranga Myneni, Vanessa Genovese, Pang-Ning Tan, Vipin Kumar, Continental scale comparisons of terrestrial carbon sinks estimated from satellite data and ecosystem modeling 1982-98, Global and Planetary Change, 39, 201-213 (2003).

Pang-Ning Tan, Vipin Kumar, Discovery of Web Robot Sessions based on their Navigational Patterns, Data Mining and Knowledge Discovery, 6(1): 9-35 (2002)
Jaideep Srivastava,Robert Cooley, Mukund Deshpande,Pang-Ning Tan, Web Usage Mining: Discovery and Applications of Usage Patterns from Web Data, SIGKDD Explorations, 1(2): 12-23 (2000)

Magazine Articles

Pang-Ning Tan Knowledge Discovery from Sensor Data Sensors Magazine (Cover story), March (2006).

Book Chapters

Hui Xiong, Michael Steinbach, Pang-Ning Tan, Vipin Kumar Pattern Preserving Clustering, John Wang (editor), Encyclopedia of Data Warehousing and Mining (2008)
Michael Steinbach, Pusheng Zhang, Vipin Kumar, Shashi Shekhar, Pang-Ning Tan, Steve Klooster, Christopher Potter, Discovery of Patterns in the Earth Science Data using Data Mining, Jozef Zurada and Mehmed Kantardzic (editors), New Generation of Data Mining Applications (2004)
Pang-Ning Tan, Vipin Kumar, Discovery of Indirect Associations from Web Usage Data, Ning Zhong, Jiming Liu and Yiyu Yao (editors), Web Intelligence (2003)
Robert Cooley, Pang-Ning Tan, Jaideep Srivastava, Discovery of Interesting Usage Patterns from Web Data, Myra Spiliopoulou and Brij Masand (editors), Advances in Web Usage Analysis and User Profiling, Lecture Notes in Computer Science, Vol. 1836, Springer-Verlag, 163-182 (2000)

Conference/Workshop

Haibin Cheng, Pang-Ning Tan, Jon Sticklen, and William F. Punch Recommendation via Query Centered Random Walk on K-partite Graph, to appear in Proc of IEEE Int'l Conf. on Data Mining (ICDM-07), Omaha, Nebraska, Oct 28-31 (2007)

Jerry Scripps, Pang-Ning Tan, and Abdol-Hossein Esfahanian Exploring the Link Structure and Community-based Node Roles in Networked Data, to appear in Proc of IEEE Int'l Conf. on Data Mining (ICDM-07), Omaha, Nebraska, Oct 28-31 (2007)

Samah Fodeh and Pang-Ning Tan Incorporating Background Knowledge for Subjective Rule Evaluation, to appear in Proc of IEEE Int'l Conf on Tools with Artificial Intelligence (ICTAI-07), Patras, Greece, October 29-31 (2007).

Kapila Moonesinghe, Hamed Valizadegan, Samah Fodeh, and Pang-Ning Tan A Probabilistic Substructure-Based Approach for Graph Classification, to appear in Proc of IEEE Int'l Conf on Tools with Artificial Intelligence (ICTAI-07), Patras, Greece, October 29-31 (2007).

Hamed Valizadegan and Pang-Ning Tan, Kernel Based Detection of Mislabeled Training Examples, Proc of SIAM Int'l Conf. on Data Mining, Minneapolis, April 26-28 (2007).
Haibin Cheng, Pang-Ning Tan, and Rong Jin , Localized Support Vector Machine and Its Efficient Algorithm, Proc of SIAM Int'l Conf. on Data Mining, Minneapolis, April 26-28 (2007).
Hamed Valizadegan and Pang-Ning Tan, A Prototype-driven Framework for Change Detection in Data Stream Classification, to appear in Proc of IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2007), Hawaii, April 1-5 (2007).
H.D.K. Moonesinghe, Samah Fodeh, and Pang-Ning Tan, Frequent Closed Itemset Mining using Prefix Graphs with an Efficient Flow-Based Pruning Strategy, Proc of IEEE Int'l Conf on Data Mining (ICDM-06), Hong Kong (2006).
Jing Gao and Pang-Ning Tan, Converting Output Scores from Outlier Detection Algorithms into Probability Estimates, Proc of IEEE Int'l Conf on Data Mining (ICDM-06), Hong Kong (2006).
H.D.K. Moonesinghe and Pang-Ning Tan, Outlier Detection using Random Walk, Proc of IEEE Int'l Conf on Tools with Artificial Intelligence (ICTAI-06), Washington, D.C. (2006).
Brian Connelly, Christopher Bowron, Li Xiao, Pang-Ning Tan, and Chen Wang, Adaptively Routing P2P Queries using Association Analysis, Proc of 2006 Int'l Conf on Parallel Processing (ICPP 2006), Columbus, Ohio (2006).
Jerry Scripps and Pang-Ning Tan, Clustering in the Presence of Bridge-Nodes, Proc of SDM'06: SIAM Int'l Conf on Data Mining, Bethesda, MD (2006).
Jing Gao, Pang-Ning Tan, and Haibin Cheng, Semi-supervised Clustering with Partial Background Information, Proc of SDM'06: SIAM Int'l Conf on Data Mining, Bethesda, MD (2006).
Jing Gao, Haibin Cheng, and Pang-Ning Tan, A Novel Framework for Incorporating Labeled Examples into Anomaly Detection, Proc of SDM'06: SIAM Int'l Conf on Data Mining, Bethesda, MD (2006).
Haibin Cheng, Pang-Ning Tan, Jing Gao, and Jerry Scripps Multi-step Ahead Time Series Prediction, Proc of the Tenth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'06), Singapore (2006).
Jing Gao, Haibin Cheng, and Pang-Ning Tan, Semi-supervised Outlier Detection (Extended Abstract), Proc of the ACM Symposium on Applied Computing (Special Track on Data Mining), Dijon, France (2006).
Jing Gao, Jianzhong Li, Zhaogong Zhang and Pang-Ning Tan, An Incremental Data Stream Clustering Algorithm Based on Dense Units Detection, Proc of the Ninth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'05), Hanoi, May 18-20 (2005).
H.D.K Moonesinghe, Pang-Ning Tan, Moon-Jung Chung, and Ming Wu, Parallel Mining of Sequential Patterns Using an Efficient Task Partitioning Approach, 8th Int'l Workshop on High Performance and Distributed Mining (HPDM'05), Newport Beach, CA, April 23 (2005).
Pang-Ning Tan, Rong Jin, Ordering Patterns by Combining Opinions from Multiple Sources, Proc of the Tenth ACM SIGKDD Int'l Conf on Knowledge Discovery and Data Mining (KDD-2004), Seattle, WA, Aug 22-25 (2004). (A longer version of the paper is available as Technical report MSU-CSE-04-35)
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Support Envelopes: A Technique for Exploring the Structure of Association Patterns, Proc of the Tenth ACM SIGKDD Int'l Conf on Knowledge Discovery and Data Mining (KDD-2004), Seattle, WA, Aug 22-25 (2004).
Michael Steinbach, Pang-Ning Tan, Hui Xiong, Vipin Kumar, Extending the Notion of Support, Proc of the Tenth ACM SIGKDD Int'l Conf on Knowledge Discovery and Data Mining (KDD-2004), Seattle, WA, Aug 22-25 (2004).
Hui Xiong, Shashi Shekhar, Pang-Ning Tan, Vipin Kumar, Exploiting a Support-based Upper Bound of Pearson's Correlation Coefficient for Efficiently Identifying Strongly Correlated Pairs, Proc of the Tenth ACM SIGKDD Int'l Conf on Knowledge Discovery and Data Mining (KDD-2004), Seattle, WA, Aug 22-25 (2004).
Behrouz Minaei-Bidgoli, Pang-Ning Tan, and William F. Punch, Mining Interesting Contrast Rules for a Web-based Educational System, Proc of the 2004 Int'l Conf on Machine Learning and Applications (ICMLA'04), Louisville, KY, Dec 16-18 (2004).
Aysel Ozgur, Pang-Ning Tan, Vipin Kumar, RBA: An Integrated Framework for Regression based on Association Rules, Proc. of SDM'04: SIAM Int'l Conf. on Data Mining (2004).
Hui Xiong, Michael Steinbach, Pang-Ning Tan, Vipin Kumar, HICAP: Hierarchial Clustering with Pattern Preservation, Proc. of SDM'04: SIAM Int'l Conf. on Data Mining (2004).
Hui Xiong, Pang-Ning Tan, Vipin Kumar, Mining Strong Affinity Association Patterns in Data Sets with Skewed Support Distribution, Proc of the Third IEEE Int'l Conf on Data Mining (ICDM'03), Melbourne, Florida, Nov 19-22 (2003).
Levent Ertoz, Eric Eilertson, Aleksandar Lazarevic, Pang-Ning Tan, Paul Dokas, Vipin Kumar, Jaideep Srivastava, Detection of Novel Network Attacks Using Data Mining. In ICDM Workshop on Data Mining for Computer Security (DMSEC), Melbourne, FL, Nov 19 (2003).
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Steve Klooster, Christopher Potter, Discovery of Climate Indices using Clustering, Proc of the Ninth ACM SIGKDD Int'l Conf on Knowledge Discovery and Data Mining (KDD-2003), Washington, DC, Aug 24-27 (2003).
Levent Ertoz, Aleksandar Lazarevic, Eric Eilertson, Pang-Ning Tan, Paul Dokas,Vipin Kumar, Jaideep Srivastava, Protecting Against Cyber Threats in Networked Information Systems. In SPIE Annual Symposium on AeroSense, Battlespace Digitization and Network Centric Systems III, Orlando, FL (2003).
Aleksandar Lazarevic, Paul Dokas, Levent Ertoz, Vipin Kumar, Jaideep Srivastava, Pang-Ning Tan, Cyber Threat Analysis - A Key Enabling Technology for the Objective Force (A Case Study in Network Intrusion Detection). In Proc of 23rd Army Science Conference, Orlando, December (2002).
Paul Dokas, Levent Ertoz, Vipin Kumar, Aleksandar Lazarevic, Jaideep Srivastava, Pang-Ning Tan, Data Mining for Network Intrusion Detection. In Proc of NSF Workshop on Next Generation Data Mining, Nov 1-3 (2002).
Pang-Ning Tan, Vipin Kumar, Jaideep Srivastava, Selecting the Right Interestingness Measure for Association Patterns . In Proc of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2002), Edmonton, Alberta, 32-41 (2002).
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher Potter, Steven Klooster, Temporal Data Mining for the Discovery and Analysis of Ocean Climate Indices, KDD 2002 Workshop on Temporal Data Mining (2002).
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher Potter, Steven Klooster, Data Mining for the Discovery of Ocean Climate Indices, SDM 2002 Fifth Workshop on Mining Scientific Datasets (2002).
Pang-Ning Tan, Vipin Kumar, Mining Indirect Associations in Web Data, WebKDD 2001: Mining Log Data Across All Customer TouchPoints, August (2001).
Pang-Ning Tan, Michael Steinbach, Vipin Kumar, Christopher Potter, Steven Klooster, Alicia Torregrosa, Finding Spatio-Temporal Patterns in Earth Science Data, KDD 2001 Workshop on Temporal Data Mining August (2001).
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher Potter, Steven Klooster, Alicia Torregrosa, Clustering Earth Science Data: Goals, Issues and Results, KDD 2001 Workshop on Mining Scientific Datasets August (2001).
Pang-Ning Tan, Vipin Kumar, Harumi Kuno, Using SAS for Mining Indirect Associations in Data, In Proc of the Western Users of SAS Software Conference (2001) ( WUSS 2001 Best Contributed Paper in Application Development)
Pang-Ning Tan, Hannah Blau, Steve Harp, Robert Goldman, Textual Data Mining of Service Center Call Records, In Proc of the 6th ACM SIGKDD Int'l Conf on Knowledge Discovery and Data Mining (KDD-2000), Boston, MA, August 20-23, 417-423 (2000)
Pang-Ning Tan, Vipin Kumar, Jaideep Srivastava, Indirect Association : Mining Higher Order Dependencies in Data, In Proc of the 4th European Conference on Principles and Practice of Knowledge Discovery in Databases, Lyon, France, Sept 13-16, 632-637 (2000)
Pang-Ning Tan, Vipin Kumar, Modeling of Web Robot Navigational Patterns, WebKDD 2000: Web Mining for E-Commerce, Boston, MA, August 20 (2000).
Pang-Ning Tan, Vipin Kumar, Interestingness Measures for Association Patterns : A Perspective, KDD'2000 Workshop on Postprocessing in Machine Learning and Data Mining, Boston, MA, August 20 (2000)
Robert Cooley, Pang-Ning Tan, Jaideep Srivastava, WebSIFT: The Web Site Information Filter System, In Proc of the Web Usage Analysis and User Profiling Workshop, San Diego, CA, August 15 (1999)

Invited Paper/Presentation

Pang-Ning Tan, MINDS - Minnesota Intrusion Detection System, Seventh Annual E-commerce Conference, Carlson School of Management, May 1-2 (2003)
Vipin Kumar, Mahesh Joshi, Eui-Hong (Sam) Han, Pang-Ning Tan, Michael Steinbach, High-Performance Data Mining, VECPAR 2002 Post-conference book (2002)
Pang-Ning Tan, Vipin Kumar, Discovery of Indirect Associations and Its Applications, Western Users of SAS Conference, September 4-6 (2002)
Pang-Ning Tan, Vipin Kumar, Mining Association Patterns in Web Usage Data International Conference on Advances in Infrastructure for e-Business, e-Education, e-Science, and e-Medicine on the Internet, January (2002)
Vipin Kumar, Michael Steinbach, Pang-Ning Tan, Steven Klooster, Chris Potter, Alicia Torregrosa, Mining Scientific Data: Discovery of Patterns in the Global Climate System, Joint Statistical Meetings, Atlanta, GA (2001).

Technical Report

Hui Xiong, Shashi Shekhar, Pang-Ning Tan, Vipin Kumar, TAPER: An Efficient Two-Step Approach for All Strong pairs Correlation Query in Transaction Databases Technical report, TR 03-020 (2003)
Hui Xiong, Pang-Ning Tan, Vipin Kumar, Mining Hyperclique Patterns with Confidence Pruning Technical report, TR 03-005 (2003)
Pang-Ning Tan, Vipin Kumar, Mining Indirect Associations in Web Data Technical report, AHPCRC Preprint 2001-037 (2001)
Pang-Ning Tan, Vipin Kumar, Discovery of Web Robot Sessions based on their Navigational Patterns Technical report (2001)
Pang-Ning Tan, Vipin Kumar, Interestingness Measures for Association Patterns : A Perspective, Technical Report TR00-036 (2000)
Pang-Ning Tan, Vipin Kumar, Modeling of Web Robot Navigational Patterns, Technical Report TR00-038 (2000)
Pang-Ning Tan, Vipin Kumar, Jaideep Srivastava Indirect Association: Mining Higher Order Dependencies in Data, Technical Report TR00-037 (2000)
Robert Cooley, Pang-Ning Tan, Jaideep Srivastava, Discovery of Interesting Usage Patterns from Web Data, Technical Report TR99-022 (1999)

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