TY - GEN
T1 - High performance data mining - Application for discovery of patterns in the global climate system
AU - Kumar, Vipin
PY - 2007
Y1 - 2007
N2 - Advances in technology and high-throughput experiment techniques have resulted in the availability of large data sets in commercial enterprises and in a wide variety of scientific and engineering disciplines. Data in terabytes range are not uncommon today and are expected to reach petabytes in the near future for many application domains in science, engineering, business, bioinformatics, and medicine. This has created an unprecedented opportunity to develop automated data-driven techniques of extracting useful knowledge. Data mining, an important step in this process of knowledge discovery, consists of methods that discover interesting, non-trivial, and useful patterns hidden in the data. This talk will provide an overview of a number of data mining research in our group for understanding patterns in global climate system and computational challenges in addressing them.
AB - Advances in technology and high-throughput experiment techniques have resulted in the availability of large data sets in commercial enterprises and in a wide variety of scientific and engineering disciplines. Data in terabytes range are not uncommon today and are expected to reach petabytes in the near future for many application domains in science, engineering, business, bioinformatics, and medicine. This has created an unprecedented opportunity to develop automated data-driven techniques of extracting useful knowledge. Data mining, an important step in this process of knowledge discovery, consists of methods that discover interesting, non-trivial, and useful patterns hidden in the data. This talk will provide an overview of a number of data mining research in our group for understanding patterns in global climate system and computational challenges in addressing them.
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U2 - 10.1007/978-3-540-77220-0_3
DO - 10.1007/978-3-540-77220-0_3
M3 - Conference contribution
AN - SCOPUS:38349013066
SN - 9783540772194
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 4
BT - High Performance Computing - HiPC 2007 - 14th International Conference, Proceedings
PB - Springer Verlag
T2 - 14th International Conference on High-Performance Computing, HiPC 2007
Y2 - 18 December 2007 through 21 December 2007
ER -