HPPD-DM 2011 : 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 4 - July 8, 2011
Submission Deadline: January 11, 2011
SCOPE AND OBJECTIVES
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
¥ 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.
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 450 words. The full manuscript should be at most 7 pages using the two-column IEEE format. Additional pages will be charged 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: https://cmt.research.microsoft.com/HPPDDM2011/.
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 session.
All accepted papers are expected to be published as ISBN proceedings by the IEEE. The proceedings will be indexed by several major international indexes (including DBLP) and will be available online through IEEE Digital Library.
If you have any questions about paper submission or the session, please contact the organizers.
Paper Submissions: ---------------------------------- January 11, 2011
Acceptance Notification: ---------------------------- March 14, 2011
Camera Ready Papers and Registration Due: ----------- April 14, 2011
SPECIAL SESSION ORGANIZERS
Eugenio Cesario, ICAR-CNR, firstname.lastname@example.org
Fabian Moerchen, Siemens Corporate Research, 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
¥ Yun Chi, NEC Laboratories America, USA
¥ Neil Chue Hong, EPCC, UK
¥ Bruno Cremilleux, Universite de Caen, France
¥ Dmitriy Fradkin, Siemens, USA
¥ Tarek Hamrouni, Faculty of Sciences of Tunis, Tunisia
¥ Aleksander Kolcz, Microsoft Live Labs, USA
¥ Claudio Lucchese, ISTI-CNR, Italy
¥ Hassan Malik, Columbia University, USA
¥ Christian Moewes, University of Magdeburg, Germany
¥ Andrea Pietracaprina, University of Padova, Italy
¥ Matthias Schubert, University of Munich, Germany
¥ Domenico Talia, University of Calabria, Italy
¥ Alexandre Termier, Universite Joseph Fourier, France
¥ Paolo Trunfio, University of Calabria, Italy
¥ Zhuang Wang, Siemens, USA
¥ Arthur Zimek, University of Munich, Germany