Scalable, Distributed Data Mining Using An Agent Based Architecture
H. Kargupta, Hillol Kargupta, Ilker Hamzaoglu, Ilker Hamzaoglu, Brian Stafford, Brian Stafford · 1997
: Algorithm scalability and the distributed nature of both data and computation deserve serious attention in the context of data mining. This paper presents PADMA (PArallel Data Mining Agents), a parallel agent based system, that makes an effort to address these issues. PADMA contains modules for (1) parallel data accessing operations, (2) parallel hierarchical clustering, and (3) webbased data visualization. This paper describes the general architecture of PADMA and experimental results. Scalable, Distributed Data Mining Using An Agent Based Architecture Hillol Kargupta, Ilker Hamzaoglu, Brian Stafford Computational Science Methods Group X Division, Los Alamos National Laboratory P.O. Box 1663, MS F645 Los Alamos, NM, 87545 LAUR-96-3491, shorter version published in the Proceedings of High Performance Computing'97 & Knowledge Discovery and Data Mining'97 Abstract Algorithm scalability and the distributed nature of both data and computation deserve serious attention in the contex...