SIAM Conference



Hybrid: SIAM International Conference on Data Mining (SDM22)

April 28 - 30, 2022

Westin Alexandria Old Town | Alexandria, Virginia, U.S.

#SIAMSDM22    

Conference Announcements

Announcements and important information for this conference.

Announcements

SIAM Conferences Through July 2022 Will Be Hybrid

Speakers may choose to give their talks either in person or virtually, so please submit your proposals! Read our hybrid conference guidelines and policies here.



 
 

Deadlines

Upcoming conference deadlines and important dates.

About the Conference


About the Conference

SDM22 Logo

This meeting is sponsored by the SIAM Activity Group on Data Science.

Data mining is the computational process for discovering valuable knowledge from data – the core of 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 to network and get feedback for their work (as part of the doctoral forum) and everyone 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.

Included Themes


Included Themes

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
  • 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 / environmentalscience
  • 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 

Conference Social Links

Conference Committees


Related on SIAM News

Conference Sponsors

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Funding Agency

SIAM and the Organizing Committee wish to extend their thanks and appreciation to the U.S. National Science Foundation and DOE Office of Advanced Scientific Computing Research for their support.

Ways to Sponsor

SIAM invites you to show support of this meeting through sponsorship opportunities ranging from support of receptions, audio-video needs, to awards for student travel, and more.

Learn More

Thank you to our sponsors

Thank you to our conference sponsors

Thank you to our sponsors

Statement on Inclusiveness

As a professional society, SIAM is committed to empowering equitable, diverse, and inclusive participation in all aspects of our community. SIAM will provide a climate that encourages the open expression and exchange of ideas, that is free from all forms of discrimination, harassment, and retaliation, and that is welcoming and comfortable to all members and to those who participate in its activities.

In pursuit of this commitment, SIAM is dedicated to the philosophy of equality of opportunity and treatment for all participants regardless of gender, gender identity or expression, sexual orientation, race, color, national or ethnic origin, religion or religious belief, age, marital status, disabilities, veteran status, and field of expertise.

This philosophy extends from SIAM’s governing structures and bodies to its conferences, publications, awards, and to all its organized activities.

We expect all members of SIAM and participants in SIAM activities to work towards this commitment to equity, diversity, and inclusion.

If you have experienced or observed behavior that is not consistent with the principles expressed above, you are encouraged to report any violation using the SIAM hotline, hosted by the third-party hotline provider, EthicsPoint. The information you provide will be sent to us by EthicsPoint on a totally confidential and anonymous basis if you should choose. You have our guarantee that your comments will be heard. Please submit reports.