Sponsored by the SIAM Activity Group on Data Mining and Analytics.
This conference is held in cooperation with the American Statistical Association.
Presentations from the Conference
Selected presentation form the 2015 International Conference on Data Mining have been captured and are available as slides with synchronized audio. View presentation slides with synchronized audio.
Announcements
Congratulations to Longhui Zhang for winning the Best Doctoral Forum Poster award for his work on 'An Integrated Framework for Patent Analysis and Mining'.
Congratulations also to Djordje Gligorijevic for getting the runner-up award for his work on 'Uncertainty Modelling in Probabilistic Graphical Models'.
Local Restaurant List [PDF, 280KB]
Doctoral Student Forum
Applications for participation in the doctoral forum are due by March 7, 2015. Click here for the Call for Doctoral Student Forum Participants.
To RSVP to the conference on Facebook and connect with other attendees, find roommates etc., please visit https://www.facebook.com/events/906360149390361.
If you are tweeting about the conference, please use the designated hashtag to enable other attendees to keep up with the Twitter conversation and to allow better archiving of our conference discussions. The hashtag for this meeting is #SIAMSDM15.
Organizing Committee
Steering Committee Chair
Srinivasan Parthasarathy, Ohio State University, USA
Conference Chairs
Ke Wang, Simon Fraser University, Canada
Mohammed Zaki, Qatar Computing Research Institute, Qatar and Rensselaer Polytechnic Institute, USA
Program Chairs
Suresh Venkatasubramanian, University of Utah, USA
Jieping Ye, Arizona State University, USA
Workshop Chairs
Xiaoli Fern, Oregon State University, USA
Xifeng Yan, University of California Santa Barbara, USA
Tutorial Chair
Tao Li, Florida International University, USA
Doctoral Forum Chair
Anoop Sarkar, Simon Fraser University, Canada
Publicity Chairs
Leman Akoglu, Stony Brook University, USA
Mohammad Al Hasan, Indiana University-Purdue University Indianapolis, USA
Panels Chair
Sanjay Chawla , University of Sydney, Australia
Sponsorship Chairs
Nitesh Chawla, University of Notre Dame, USA
Fred Popowich, Simon Fraser University, Canada
Senior Program Committee
Aristides Gionis, Aalto University, Finland
Balaraman Ravindran, Indian Institute of Technology Chennai, India
Carlotta Domeniconi, George Mason University, USA
Diane Cook, Washington State University, USA
Eammon Keogh, University of California, Riverside, USA
Evimaria Terzi, Boston University, USA
Wei Fan, Huawei Noah's Ark Lab, Hong Kong
Fosca Gianotti, University of Pisa, Italy
Francesco Bonchi, Yahoo! Barcelona, Spain
George Karypis, University of Minnesota, USA
Haesun Park, Georgia Institute of Technology, USA
Hanghang Tong, Arizona State University, USA
Huan Liu, Arizona State University, USA
Hui Xiong, Rutgers University, USA
James Bailey, University of Melbourne, Australia
Jennifer Neville, Purdue University, USA
Jian Pei, Simon Fraser University, Canada
Jiawei Han, University of Illinois at Urbana–Champaign, USA
Jingrui He, Arizona State University, USA
Jun Liu, SAS Institute Inc., USA
Jure Leskovec, Stanford Unviersity, USA
Laks Lakshmanan, University of British Columbia, Canada
Minos Garofalakis, Technical University of Crete, Greece
Myra Spiliopoulou, Otto-von-Guericke-University Magdeburg, Germany
Philip Yu, University of Illinois at Chicago, USA
Rajmonda Caceras, Massachusetts Institute of Technology: Lincoln Laboratory, USA
Sergei Vassilvitskii, Google, USA
Shivani Agarwal, Indian Institute of Science, Bangalore, India
Shuiwang Ji, Old Dominion University, USA
Tamás Sarlós, Google, USA
Tanya Berger-Wolf, University of Illinois at Chicago, USA
Tina Eliassi-Rad, Rutgers University, USA
Fei Wang, IBM T.J. Watson Research Center, USA
Wei Wang, University of California, Los Angeles, USA
Zhoujun Li, Beihang University, China
Program Committee
Bruno Abrahao, Cornell University, USA
Charu Aggarwal, IBM T.J. Watson Research Center, USA
Leman Akoglu, SUNY Stony Brook, USA
Tony Bagnall, University of East Anglia, United Kingdom
Kanishka Bhaduri, Netflix, USA
Smriti Bhagat, Technicolor Labs, USA
Albert Bifet, Huawei Noah's Ark Lab, Hong Kong
Selçuk Candan, Arizona State University, USA
Huiping Cao, New Mexico State University, USA
Nan Cao, IBM T. J. Watson Research Center, USA
Shiyu Chang, University of Illinois at Urbana-Champaign, USA
Xiangyu Chang, Xi'an Jiaotong University, China
Polo Chau, Georgia Institute of Technology, USA
Sanjay Chawla, University of Sydney, Australia
Nitesh Chawla, University of Notre Dame, USA
Jianhui Chen, GE Global Research,USA
Wei Chen, Microsoft Research Asia
Mingsyan Chen, National Taiwan University, Taiwan
Jian Cheng, Chinese Academy of Science, China
Alfredo Cuzzocrea, Italian National Research Council, Italy
Xuan-Hong Dang, University of California Santa Barbara, USA
Kamalika Das, NASA/University Affliated Research Center, uSA
Mahashweta Das, HP Labs, USA
Hasan Davulcu, Arizona State University, USA
Antonios Deligiannakis, Technical University of Crete, Greece
Wei Ding, University of Massachusetts Boston, USA
Haimonti Dutta, Columbia University, USA
Saso Dzeroski, Jozef Stefan Institute, Slovenia
William Eberle, Tennessee Technological University, USA
Dora Erdos, Boston University, USA
Chunsheng Victor Fang, EMC / Pivotal , USA
Sorelle Friedler, Haverford College, USA
Esther Galbrun, Boston University, USA
Brian Gallagher, Lawrence Livermore National Laboratory, USA
Jing Gao, University of Buffalo, USA
Jun Gao, Peking University, China
Yong Ge, University of North Carolina at Charlotte, USA
Amol Ghoting, American Express, USA
Joachim Giesen, Friedrich-Schiller-Universität Jena, Germany
Manuel Gomez-Rodriguez, Max Planck Institute for Intelligent Systems, Germany
Pinghua Gong, Arizona State University, USA
Ziyu Guan, Northwest University, USA
Jie Gui, Chinese Academy of Sciences, China
Francesco Gullo, Yahoo! Research, Spain
Stephan Günnemann, Carnegie Mellon University, USA
Manish Gupta, Microsoft Research India
Yuan Hao, Google, USA
Larry Holder, Washington State University, USA
Xia Hu, Arizona State University, USA
Xiaohua Hu, Drexel University, USA
Bing Hu, Samsung Research, USA
Jun (Luke) Huan, University of Kansas, USA
Akihiro Inokuchi, Kwansei Gakuin University, USA
Ruoming Jin, Kent State University, USA
Chandrika Kamath, Lawrence Livermore National Laboratory, USA
Purushottam Kar, Microsoft Research India
Jeremy Kepner, Massachusetts Institute of Technology, USA
Daniel Keren, Haifa University, Israel
Kristian Kersting, University of Bonn, Germany
Xiangnan Kong, Worcester Polytechnic Institute, USA
Georg Krempl, Otto-von-Guericke Universität Magdeburg, Germany
Vincent Lemaire, Université Pierre et Marie Curie - Paris VI, France
Jing Li, Arizona State University, USA
Zhenguo Li, Huawei Noah's Ark Lab, Hong Kong
Lei Li, Florida International University, USA
Jiuyong Li, University of South Australia, Australia
Qin Lijing, Tsinghua University, China
Shou-de Lin, National Taiwan University, Taiwan
Binbin Lin, Arizona State University, USA
Jessica Lin, George Mason University, USA
Qi Liu, University of Science and Technology of China, China
Ji Liu, University of Rochester, USA
Wei Liu, University of Technology, Australia
Shuai Ma, Beihang University, China
Arun Maiya, Institute for Defense Analysis, USA
Julian McAuley, University of California, San Diego
Rosa Meo, University of Torino, Italy
Pauli Miettinen, Max-Planck-Institute for Informatics, Germany
Benjamin Miller, Massachusetts Institute of Technology Lincoln Laboratory, USA
Abdullah Mueen, University of New Mexico, USA
Emmanuel Müller, Karlsruhe Institute of Technology (KIT), Germany
Sriraam Natarajan, Indiana University, USA
Vinh Nguyen, University of Melbourne, Australia
Xia Ning, Indiana University - Purdue University Indianapolis, USA
Nikunj Oza, NASA Ames Research Center, USA
Rasmus Pagh, IT University of Copenhagen, Denmark
Spiros Papadimitriou, Rutgers University, USA
Laurence Park, University of Western Sydney, Australia
B. Aditya Prakash, Virginia Tech, USA
Buyue Qian, IBM T. J. Watson Research Center, USA
Zhiwei Qin, Walmart Labs, USA
Xiaojun Quan, Institute for Infocomm Research, Singapore
Naren Ramakrishnan, Virginia Tech, USA
Parasaran Raman, Yahoo!, USA
Huzefa Rangwala, George Mason University, USA
Sayan Ranu, Indian Institute of Technology Madras, India
Chandan Reddy, Wayne State University, USA
Dafna Shahaf, Stanford University, USA
Yangqiu Song, University of Illinois at Urbana-Champaign, USA
Sucheta Soundarajan, Rutgers University, USA
Jerzy Stefanowski, Poznan University of Technology, Poland
Karthik Subbian, University of Minnesota, USA
Masashi Sugiyama, Tokyo Institute of Technology, Japan
Yizhou Sun, Northeastern University, USA
Jimeng Sun, Georgia Institute of Technology, USA
Andrea Tagarelli, University of Calabria, Italy
Hana Tai, National Taipei University, Taiwan
Pang-Ning Tan, Michigan State University, USA
Jie Tang, Tsinghua University, China
Dacheng Tao, University of Technology Sydney, Australia
Nikolaj Tatti, Aalto University, Finland
Justin Thaler, Yahoo! Labs, USA
Panayiotis Tsaparas, University of Ioannina, Greece
Grigorios Tsoumakas, Aristotle University of Thessaloniki, Greece
Johan Ugander, University of Washington and Microsoft Research, USA
Antti Ukkonen, Helsinki Institute for Information Technology, Finland
Matthijs van Leeuwen, Katholieke Universiteit Leuven, Belgium
Jilles Vreeken, Max Planck Institute for Informatics, Germany
Wendy(Hui) Wang, Stevens Institute of Technology, USA
Ting Wang, IBM T. J. Watson Research Center, USA
Ke Wang, Simon Fraser University, Canada
Jie Wang, Arizona State University, USA
Xiang Wang, IBM T. J. Watson Research Center, USA
Jianyong Wang, Tsinghua University, China
Takashi Washio, Osaka University, Japan
Tim Weninger, University of Notre Dame, USA
Raymond Wong, Hong Kong University of Science and Technology, China
Teresa Wu, Arizona State University, USA
Xintao Wu, University of Arkansas, USA
Shuo Xiang, Arizona State University, USA
Keli Xiao, Stony Brook University, USA
Jaewon Yang, LinkedIn, USA
Sen Yang, Arizona State University, USA
Hongxia Yang, IBM T.J. Watson Research Center, USA
Dawei Yin, Yahoo! Labs, USA
Lei Yu, Binghamton University, USA
Guoxian Yu, Southwest University, China
Jing Yuan, Microsoft Research Asia
Nicholas Yuan, Microsoft Research Asia
Ruiwen Zhang, SAS Institute, USA
Xiang Zhang, Case Western Reserve University, USA
Xiaoming Zhang, Beihang University, China
Kun Zhang, Xavier University of Louisiana, USA
Zheng Zhao, SAS Institute, USA
Jiayu Zhou, Samsung Research, USA
Wenjun Zhou, The University of Tennessee Knoxville, USA
Zhi-Hua Zhou, Nanjing University, China
Xingquan Zhu, Florida Atlantic University, USA
Zhenfeng Zhu, Beijing Jiaotong University, China
Shiai Zhu, University of Ottawa, Canada
Hengshu Zhu, Baidu.com, China
Arthur Zimek, Ludwig-Maximilians-Universität München, Germany
Description
Data mining is the computational process for discovering valuable knowledge from data. It has enormous application in numerous fields, including science, engineering, healthcare, business, and medicine. Typical datasets in these fields are large, complex, and often noisy. Extracting knowledge from these datasets requires the use of sophisticated, high-performance, and principled analysis techniques and algorithms, which are based on sound theoretical and statistical foundations. These techniques in turn require implementations on high performance computational infrastructure that are carefully tuned for performance. Powerful visualization technologies along with effective user interfaces are also essential to make data mining tools appealing to researchers, analysts, and application developers from different disciplines.
The SDM conference provides a venue for researchers who are addressing these problems to present their work in a peer-reviewed forum. It also provides an ideal setting for graduate students and others new to the field to learn about cutting-edge research by hearing outstanding invited speakers and attending presentations and tutorials (included with conference registration). A set of focused workshops is also held on the last day of the conference. The proceedings of the conference are published in archival form, and are also made available on the SIAM web site.
Funding Agency
SIAM and the Conference Organizing Committee wish to extend their thanks and appreciation to the U.S. National Science Foundation for its support of this conference.
Themes and Topics of Interest
Methods and Algorithms
- Classification
- Clustering
- Frequent Pattern Mining
- Probabilistic & Statistical Methods
- Graphical Models
- Spatial & Temporal Mining
- Data Stream Mining
- Anomaly & Outlier Detection
- Feature Extraction, Selection and Dimension Reduction
- Mining with Constraints
- Data Cleaning & Preprocessing
- Computational Learning Theory
- Multi-Task Learning
- Online Algorithms
- Big Data, Scalable & High-Performance Computing Techniques
- Mining with Data Clouds
- Mining Graphs
- Mining Semi Structured Data
- Mining Complex Datasets
- Mining on Emerging Architectures
- Text & Web Mining
- Optimization Methods
- Other Novel Methods
Applications
- Astronomy & Astrophysics
- High Energy Physics
- Collaborative Filtering
- Climate/Ecological/Environmental Science
- Risk Management
- Supply Chain Management
- Customer Relationship Management
- Finance
- Genomics & Bioinformatics
- Drug Discovery
- Healthcare Management
- Automation & Process Control
- Logistics Management
- Intrusion & Fraud detection
- Bio-surveillance
- Sensor Network Applications
- Social Network Analysis
- Intelligence Analysis
- Other Novel Applications & Case Studies
Human Factors and Social Issues
- Ethics of Data Mining
- Intellectual Ownership
- Privacy Models
- Privacy Preserving Data Mining & Data Publishing
- Risk Analysis
- User Interfaces
- Interestingness & Relevance
- Data & Result Visualization
- Other Human Factors & Social Issues
Important Deadlines
October 5, 2014 11:59 PM MDT: | Abstract Submission |
October 12, 2014 11:59 PM MDT: | Paper Submission |
October 5, 2014 11:59 PM MDT: | Workshop Proposals |
October 12, 2014 11:59 PM MDT: | Tutorial Proposals |
December 22, 2014: | Author Notification |
January 26, 2015: | Camera Ready Papers Due |
TRAVEL FUND APPLICATION DEADLINE
February 2, 2015: SIAM Student Travel Award and Early Career Travel Award Applications
PRE-REGISTRATION DEADLINE
April 2, 2015 Disconnect time is 4:00 PM EDT
HOTEL RESERVATION DEADLINE
March 31, 2015