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Abstract: This paper introduces the collective data mining (CDM), a unique approach to distributed data mining (DDM) from heterogeneous sites. It points out that naive approaches to distributed data analysis in a heterogeneous environment may face ambiguous situation and may lead to incorrect global data model. It also observes that any function can be expressed in a distributed fashion using a set of appropriate basis functions and orthonormal basis functions can be effectively used for developing a... (Update)
Context of citations to this paper: More
.... on the internet, the JAM project [12] for developing a java agent based meta learning framework for distributed mining and the BODHI project [7] for doing collective data mining with stress on learning from vertically partitioned data. The field of distributed data mining shares...
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BibTeX entry: (Update)
H. Kargupta and B. Park. The collective data mining: A technology for ubiquitous data analysis from distributed heterogeneous sites. Submitted to IEEE Computer Special Issue on Data Mining, 1998. http: //www.eecs.wsu.edu/~hillol/ddm.html. http://citeseer.ist.psu.edu/kargupta98collective.html More
@misc{ kargupta98collective,
author = "H. Kargupta and B. Park",
title = "The collective data mining: A technology for ubiquitous data analysis from
distributed heterogeneous sites",
text = "H. Kargupta and B. Park. The collective data mining: A technology for ubiquitous
data analysis from distributed heterogeneous sites. Submitted to IEEE Computer
Special Issue on Data Mining, 1998. http: //www.eecs.wsu.edu/~hillol/ddm.html.",
year = "1998",
url = "citeseer.ist.psu.edu/kargupta98collective.html" }
Citations (may not include all citations):1359 Induction of decision trees (context) - Quinlan - 1986
59 Toward parallel and distributed learning by meta-learning - Chan, Stolfo - 1993
16 The nonuniform Walsh-schema transform (context) - Bridges, Goldberg - 1991
15 The world: Knowledge discovery from multiple distributed dat.. - Aronis, Kolluri et al. - 1996
11 PADMA: Parallel data mining agent for scalable text classifi.. (context) - Kargupta, Hamzaoglu et al. - 1996
10 Distributed data mining of probabilistic knowledge (context) - Lam, Segre - 1997
9 Learning decision rees using fourier spectrum (context) - Kushilevitz, Mansour - 1991
1 Multiple databases (context) - IEEE, Press - 1998
1 Inductive policy: The pragmatics of bias selection (context) - York, Pacific-Asia et al. - 1995
1 Adapted wavelet analysis from theory to software (context) - Learning, Wickerhauser - 1994
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