CFP SDM'18: SIAM International Conference on Data Mining 2018
SDM Publicity Chairs
sdm.publicity at gmail.com
Mo Sep 11 00:05:42 CEST 2017
SDM'18: THE EIGHTEENTH SIAM INTERNATIONAL CONFERENCE ON DATA MINING
May 3 - May 5, 2018
San Diego Marriott Mission Valley
San Diego, California, USA
http://www.siam.org/meetings/sdm18/
------------ CALL FOR CONTRIBUTIONS ------------
Abstract Submission: October 6, 2017, 11:59pm (PDT)
Full Paper Submission: October 13, 2017, 11:59pm (PDT)
Workshop Proposals: October 6, 2017, 11:59pm (PDT)
Tutorial Proposals: October 6, 2017, 11:59pm (PDT)
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.
THEMES AND TOPICS OF INTEREST
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Methods and Algorithms
- Classification
- Clustering
- Frequent Pattern Mining
- Probabilistic & Statistical Methods
- Graphical Models
- Deep Neural Networks
- 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 Image Data
- Mining on Emerging Architectures
- Text & Web Mining
- Optimization Methods
- Other Novel Methods
Applications
- Astronomy & Astrophysics
- High Energy Physics
- Recommender Systems
- 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
- Educational Data Mining
- 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 and Social Issues
WORKSHOPS AND TUTORIALS
------------------------------------------------------------
The conference will feature workshops and tutorials on several special
topics.
Please see the SDM 2018 website for submission requirements. Examples of
workshops and tutorials are available through the SDM 2017 website at
http://www.siam.org/meetings/sdm17/
FOLLOW SDM
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https://twitter.com/SIAMDataMining
Twitter hashtag:
#SIAMSDM18
https://www.facebook.com/events/324672047986484/
ORGANIZING COMMITTEE
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STEERING COMMITTEE CHAIR
Srinivasan Parthasarathy, Ohio State University, USA
Zoran Obradovic, Temple University, USA
CONFERENCE CO-CHAIRS
Dimitrios Gunopulos, University of Athens, Greece
Tanya Berger-Wolf, University of Illinois at Chicago, USA
PROGRAM CO-CHAIRS
Martin Ester, Simon Fraser University, Canada
Dino Pedreschi, University of Pisa, Italy
WORKSHOP CO-CHAIRS
Joao Gama, University of Porto-LIAAD, Portugal
Jing Gao, SUNY Buffalo, USA
TUTORIAL CHAIR
Yan Liu, University of Southern California, USA
DOCTORAL FORUM CHAIR
Julian McAuley, University of California, San Diego, USA
PUBLICITY CO-CHAIRS
Zhenhui Li, Pennsylvania State University, USA
Gregor Stiglic, University of Maribor, Slovenia
SPONSORSHIP CO-CHAIRS
Matteo Riondato, TwoSigma, USA
Jiliang Tang, Michigan State University, USA
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