HPPD-DM 2013 : Special Session on High Performance Parallel and Distributed Data Mining
Call For Papers
Special Session on
High Performance Parallel and Distributed Data Mining
As part of The International Conference on High Performance Computing & Simulation (HPCS 2011)
July 1 - July 5, 2013
The HPPD-DM special session focuses on the issues of high performance, distributed and parallel computation in the process of knowledge discovery from large databases. Theoretical advances, algorithm and systems, as well as application cases are welcome contributions.
Over the years the definition of high performance computing evolved according to the opportunities provided by new technologies and to the needs of the emerging industrial and scientific applications. High performance computing research topics range from traditional parallel and distributed algorithms, to modern multi-core CPU architectures, streaming GPUs, cloud computing, etc. Nowadays, high performance computing is a necessary support for the analysis of very large volumes of possibly distributed data, such as those generated by scientific application or Web x.0 services.
The HPPD-DM special session aims at presenting new and original contributions focusing on application of high performance parallel and distributed data mining, including distributed, parallel, P2P and data intensive algorithms and systems. We wish to invite papers tackling the performance issues of data mining algorithm at all levels of the system architecture: I/O, memory bottlenecks, processor-level parallelism as well as distributed parallel computation.
Submission Deadline: ------------- March 22, 2013
Notification of Acceptance: ------ April 12, 2013
Camera Ready Papers Due: --------- April 18, 2013
Conference Dates: ---------------- July 1-5, 2013
TOPICS OF INTEREST
We seek contributions on novel algorithms, computing paradigms, computational models, application paradigms, computer architecture, development environments, compilers, or operating environments. In recognition of the maturation of several exciting areas at the frontiers, this year, we are soliciting papers in thematic tracks in addition to the general track. The topics of these tracks listed below are suggestive and authors are invited to submit their papers in the track that they believe matches their interests the best. In case the authors prefer not to submit to any of the thematic tracks, they are invited to submit their papers for review through the general track. The program committee has identified the following tracks for CF2013. In each track, a few key words identifying suggested topics for research are listed below. These topics are not meant to be exhaustive but instead, are broadly indicative of the range topics being considered.
* Energy-efficient distributed data mining algorithms and systems
* Efficient, scalable, disk-based, parallel and distributed algorithms for large-scale data mining and pre-processing and post-processing tasks
* Data mining exploiting multi-core CPUs or GPUs
* Grid-based and cluster-based data mining algorithms and systems
* Data mining on Clouds
* Data Mining for energy-aware Cloud management
* Data Mining exploiting Map-Reduce paradigm
* Distributed techniques for incremental, exploratory and interactive mining
* Distributed techniques for security, privacy preserving data mining
* Peer-to-Peer Data Mining
* High performance data stream mining and management
* Resource and location-aware mining algorithms
* Data mining in mobile environments
* Theoretical foundations for resource-aware mining in a mobile, streaming and/or distributed environments
* Advances in data mining over multimedia data
* Parallel or distributed frameworks for stream management, KDD systems, and parallel or distributed mining
* Applications of parallel and distributed data mining in business, science, engineering, medicine, and other disciplines.
You are invited to submit original and unpublished research works on above and other topics related to high performance parallel and distributed data mining. Submitted papers must not have been published or simultaneously submitted elsewhere. Submission should include a cover page with authors' names, affiliation addresses, fax numbers, phone numbers, and authors email addresses. Please, indicate clearly the corresponding author and include up to 6 keywords from the above list of topics and an abstract of no more than 400 words. The full manuscript should be at most 8 pages using the two-column IEEE format. Additional pages will be charged additional fee. Short papers (up to 4 pages), poster papers and posters (please refer to http://hpcs2013.cisedu.info/home/posters for the posters submission details) will also be accepted for submission. Please include page numbers on all submissions to make it easier for reviewers to provide helpful comments.
Submit a PDF copy of your full manuscript to the Special Session paper submission site at https://www.easychair.org/conferences/?conf=hppddm2013. Acknowledgement will be sent within 48 hours of submission.
Only PDF files will be accepted. Each paper will receive a minimum of three reviews. Papers will be selected based on their originality, relevance, contributions, technical clarity and presentation. Submission implies the willingness of at least one of the authors to register and present the paper, if accepted. Authors of accepted papers must guarantee that their papers will be registered and presented at the special session.
Accepted papers will be published in the conference proceedings. Instructions for final manuscript format and requirements will be posted on the HPCS 2013 web site. It is our intent to have the proceedings formally published in hard and soft copies and be available at the time of the conference. The proceedings is to be published as ISBN proceedings by the IEEE and will be available online through IEEE Digital Library and indexed by major indexing services accordingly (e.g., DBLP, EI indexing).
If you have any questions about paper submission or the special session, please contact the Special Session organizer.
SPECIAL SESSION ORGANIZER
Eugenio Cesario, ICAR-CNR, email@example.com
International Program Committee:
All submitted papers will be reviewed by the technical program committee members following similar criteria used in HPCS. Program committee:
? Sadok Ben Yahia, Faculty of Sciences of Tunis, Tunisia
? Bruno Cremilleux, Universite de Caen, France
? Claudio Lucchese, ISTI-CNR, Italy
? Hassan Malik, Columbia University, USA
? Carlo Mastroianni, ICAR-CNR, Italy
? Andrea Pietracaprina, University of Padova, Italy
? Domenico Talia, University of Calabria, Italy
? Alexandre Termier, Universite Joseph Fourier, France
? Paolo Trunfio, University of Calabria, Italy