HPDM 08: International Workshop on High Performance Data Mining 2008

HPDM 2008


	Past Editions Bethesda, HPDM'06 Newport Beach, HPDM'05 Lake Buena Vista, HPDM'04 San Francisco, HPDM'03 Washington, HPDM'02 San Francisco, PDDM'01 Cancun, HPDM'00 San Juan, HPDM'99 Orlando, HPDM'98 Workshop History After several editions linked with the International Parallel & Distributed Processing Sym-posium (1998-2001), and by the SIAM Data Mining conference (2002-2006), this year HPDM is organized in conjunction with the IEEE International Conference on Data Mining. The upcoming theme of the workshop is support and ex-ploitation of emerging computer architectures such as multi-core CPUs and streaming GPUs. We are looking forward to a very special and exciting 10th edition in Pisa! Past Proceedings IPDPS Workshops 2001 IPDPS Workshops 2000 IPDPS Workshops 1999 IPDPS Woskshops 1998			10th International Workshop on High Performance Data Mining (in conjunction with ICDM) Pisa, December 15^th 2008 Check the workshop progam here. Call For Papers The HPDM workshop focuses on the issues of high performance, distributed and parallel computation in knowledge discovery and data mining. Theoretical advances, algorithm and systems, as well as application cases are welcome contributions. The workshop will take into consideration also relevant work-in-progress papers. Over the years the definition of high performance computing evolved according to the opportunities provided by new technologies and to the needs of emerging industrial and scientific applications. Nowadays, high performance data mining includes the quest for fast algorithms that target performance by overcoming memory and I/O bottlenecks, for mining techniques that work in grid and cluster computing frameworks, and for solutions that exploit distributed and mobile computation. Innovative computing platforms, and solutions designed to cope with complex memory hierarchies can help meet the severe performance requirements in managing huge amounts of data. This year the workshop aims at organizing a special theme session exploring emerging trends in computer architectures. We seek advances in exploiting multicore CPUs and GPUs in mining algorithms and techniques. The workshop welcomes papers (including works in progress) on all aspects of high performance data mining, including, but not limited to: Data mining exploiting multi-core CPUs and/or GPUs Disk-based and memory-hierarchy aware algorithms High performance data-stream mining and management Mining of streaming multimedia content Efficient, scalable, parallel/distributed solutions Parallel and distributed KDD frameworks and systems Distributed and peer-to-peer data mining techniques Distributed techniques for incremental, exploratory and interactive mining Mining techniques for network management Data mining in mobile environments Scalable techniques for mining social networks Theoretical foundations for resource-aware mining in mobile, streaming, distributed environments Applications of parallel and distributed data mining in business, science, engineering, medicine, and other disciplines Workshop Proceedings All accepted papers will be included in the ICDM '08 Workshop Proceedings volume published by the IEEE Computer Society Press. We are considering whether to organize a journal special issue embracing the topics of the workshop. Extended versions of selected papers will be invited to submit. Important Dates Submissione deadline extended to August 7, 2008 September 23, 2008 : Notification of paper acceptance October 7, 2008 : Camera-ready of accepted papers Please check the Author's Final Formatting and Submission Instructions webpage. Papers Submission The Submission Form to submit your work is available here. Paper submissions should be limited to a maximum of 10 pages in the IEEE 2-column format, (see the IEEE Computer Society Press Proceedings Author Guidelines). At least one author per paper will have to register at ICDM Conference and present the paper at the workshop. There is no separate workshop fee. Invited Talk The keynote talk was given by Prof. Srinivasan Parthasarathy, check details here. Accepted Papers Marco Lackovic, Domenico Talia, and Paolo Trunfio, “Service Oriented KDD: A Framework for Grid Data Mining Workflows” slides Alan Ratner, “Mining Unstructured Text at Gigabyte per Second Speeds” slides Eugenio Cesario and Domenico Talia, “Distributed Data Mining Models as Services on the Grid” slides Christoph Weyerhaeuser, Tobias Mindnich, Franz Faerber, and Wolfgang Lehner, “Exploiting Graphic Card Processor Technology to Accelerate Data Mining Queries in SAP NetWeaver BIA” slides Haimonti Dutta and Hillol Kargupta, “Distributed Linear Programming and Resource Management for Data Mining in Distributed Environments” slides Gabor Takacs, Istvan Pilaszy, Bottyan Nemeth, and Domonkos Tikk, “Investigation of Various Matrix Factorization Methods for Large Recommender Systems” slides Pitchaimalai et al. “Efficient Distance Computation Using SQL Queries and UDFs” Jie Ouyang et. al “Chi-Square Test Based Decision Trees Induction in Distributed Environment” Wang et al. “Parallel Hierarchical Clustering on Market Basket Data” Ranganath and Narasimha “Stream-Close: Fast mining of Closed Frequent Itemsets in high speed data streams” Workshop Co-Chairs Greg Buehrer, Microsoft Live Labs Massimo Coppola, ISTI-CNR Claudio Lucchese, ISTI-CNR Steering Committee Hillol Kargupta, University of Maryland, Baltimore County Vipin Kumar, University of Minnesota Srinivasan Parthasarathy, Ohio State University David Skillicorn, Queens University Mohammed Zaki, RPI Program Committee Francesco Bonchi, Yahoo! Research Barcelona Toon Calders, Eindhoven Technical University Yen-Kuang Chen, Intel Research Amol Ghoting, IBM TJ Watson Aristides Gionis, Yahoo! Research Barcelona Hillol Kargupta, University of Maryland, Baltimore County Aleksander Kolcz, Microsoft Live Labs Vipin Kumar, University of Minnesota Anthony Nguyen, Intel Research Salvatore Orlando, University of Venice Srinivasan Parthasarathy, Ohio State University Raffaele Perego, ISTI-CNR, Italy Fabrizio Petrini, IBM TJ Watson Christophe Rigotti, INSA Lyon David Skillicorn, Queens University Domenico Talia, University of Calabria Philip S. Yu, University of Illinois Mohammed Zaki, RPI			HPDM 08 is sponsored by News Keynote talk abstract is on-line! Workshop Program is on-line! List of accepted papers is now available. Notifications have been sent. Camera-ready are due on October 7th Notifications will be sent on September 22nd Aug 01: Deedline is extended to August 07 June 08: Submissions are open May 27: The web site is now on-line! Important dates Aug. 7, 2008: Submission Sept. 23, 2008: Notification Oct. 7, 2008: Camera-ready Submission Site Submission Form ICDM 2008 IEEE International Conference on Data Mining http://icdm08.isti.cnr.it CFP [txt]