[hpc-announce] SDM 2020 Call for Papers
Alfredo Cuzzocrea
cuzzocrea at si.dimes.unical.it
Wed Aug 28 07:47:23 CDT 2019
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)
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