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HPPD-DM 2010 : Special Session on High Performance Parallel and Distributed Data Mining


When Jun 28, 2010 - Jul 2, 2010
Where Caen, France
Submission Deadline Feb 20, 2010
Categories    data mining   parallel computing

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 2010)

June 28 - July 2, 2010
Caen, Normandy, France

Submission Deadline: February 20, 2010

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.

Topics of interest include (but are not limited to) the following:
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
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 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 at additional fee. 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 at the following URL:

Only PDF files will be accepted. Each paper will receive a minimum of three reviews. Papers will be selected based on their originality, relevance, technical clarity and presentation. 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 which will be available at the time of the meeting.

Paper Submissions: ---------------------------------- February 20, 2010
Acceptance Notification: ---------------------------- March 23, 2010
Camera Ready Papers and Registration Due: ----------- April 15, 2010

Eugenio Cesario, ICAR-CNR,
Claudio Lucchese, ISTI-CNR,

International Program Committee:
All submitted papers will be reviewed by the technical program committee members following similar criteria used in HPCS. Program committee:

Alexandre Termier, Universit? Joseph Fourier, France
Andrea Pietracaprina, University of Padova, Italy
Domenico Talia, University of Calabria, Italy
Neil Chue Hong, EPCC
Alek Kolcz, Microsoft Research, USA
Fabian Moerchen, Siemens, USA
Guangzhi Qu, Oakland University
Paolo Trunfio, University of Calabria, Italy
Raffaele Perego, CNR-ISTI, Italy
Sadok Ben Yahia, Faculty of Sciences of Tunis, Tunisia
Salvatore Orlando, University of Venice, Italy
Tarek Hamrouni, Faculty of Sciences of Tunis, Tunisia
Yun Chi, NEC Laboratories, USA

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