20th SIAM International Conference on Data Mining May 7 - May 9, 2020, Cincinnati, OH, USA ========================================
SDM 2020 - http://www.siam.org/meetings/sdm20 Call for Papers
Scope ===== Data mining is the computational process for discovering valuable knowledge from data - the core of modern Data Science. 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, data scientists and application developers from different disciplines, as well as usable by stakeholders.
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.
Topics of Interest ================== *Methods and Algorithms -Anomaly & Outlier Detection -Big Data & Large-Scale Systems -Classification & Semi-Supervised Learning -Clustering & Unsupervised Learning -Data Cleaning & Integration -Deep Learning & Representation Learning -Frequent Pattern Mining -Feature Extraction, Selection and Dimensionality Reduction -Mining Data Streams -Mining Graphs & Complex Data -Mining on Emerging Architectures & Data Clouds -Mining Semi Structured Data -Mining Spatial & Temporal Data -Mining Text, Web & Social Media -Online Algorithms -Optimization Methods -Parallel and Distributed Methods -Probabilistic & Statistical Methods -Scalable & High-Performance Mining -Other Novel Methods
*Applications -Astronomy & Astrophysics -Automation & Process Control -Climate / Ecological / Environmental Science -Customer Relationship Management -Data Science -Drug Discovery -Finance -Genomics & Bioinformatics -Healthcare Management -High Energy Physics -Intelligence Analysis -Internet of Things -Intrusion & Fraud detection -Logistics Management -Recommendation -Risk Management -Social Network Analysis -Supply Chain Management -Other Emerging Applications
*Human Factors and Social Issues -Ethics of Data Mining -Intellectual Ownership -Interestingness & Relevance -Privacy and Fairness Models -Privacy Preserving Data Mining -Risk Analysis and Risk Management -Transparency and Algorithmic Bias -User Interfaces and Visual Analytics -Other Human and Social Issues
Submission URL ============== https://cmt3.research.microsoft.com/SDM2020
Workshop and Tutorials ====================== The conference will feature workshops and tutorials on several special topics. Please see the SDM 2020 website for submission requirements. Examples of workshops and tutorials are available through the SDM 2019 website, http://www.siam.org/meetings/sdm19/
Organization ============ GENERAL CO-CHAIRS Nitesh Chawla, University of Notre Dame, USA Carlotta Domeniconi, George Mason Univeristy, USA
PROGRAM CO-CHAIRS Yan Liu, University of Southern California, USA Sriraam Natarajan, University of Texas at Dallas, USA
WORKSHOPS CO-CHAIRS Yuxiao Dong, Microsoft Research, USA Gregor Stiglic, University of Maribor, Slovenia
TUTORIALS CHAIR Danai Koutra, University of Michigan, USA
DOCTORAL FORUM CHAIRS Matteo Riondato, Amherst College, USA Brandeis Marshall, Spelman College, USA
PANELS CHAIR Zhenhui Jessie Li, Penn State University, USA
PUBLICITY CHAIRS Xiang Ren, University of Southern California, USA Alfredo Cuzzocrea, University of Calabria, Italy Sourangshu Bhattacharya, IIT, Kharagpur, India
AWARDS CHAIR TBA
STEERING COMMITTEE CHAIR Zoran Obradovic, Temple University, USA
LOCAL CHAIR Ping Zhang, Ohio State University, USA
Important Dates (tentative) =========================== Abstract Submission: October 4, 2019 11:59pm (US Eastern Time) Paper Submission: October 11, 2019 11:59pm (US Eastern Time) Workshop Proposals: October 4, 2019 11:59pm (US Eastern Time) Tutorial Proposals: October 4, 2019 11:59pm (US Eastern Time)