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Performance Models for Co-ordinating Parallel Data Classification (1997)  (Make Corrections)  (4 citations)
John Darlington, Moustafa M. Ghanem, Yike Guo, Hing Wing To



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Abstract: In this paper we investigate the use of performance models for structuring parallel programs through a case study in data mining. Performance models have been shown to be an integral part of providing a more structured approach to the problems of performance portability and resource allocation in parallel programming. This is particularly true in the context of skeletons, where parallel programs are expressed as combinations of predefined, often higher-order, functions. The use of... (Update)

Context of citations to this paper:   More

...parallel programming environment PQE2000 SkIE for developing parallel implementation of data mining algorithms. Darlington et al. [12] have also used structured parallel programming for developing data mining algorithms. Our work is distinct at least two important ways....

...a structured parallel programming environment PQE2000 SkIE for developing parallel implementation of data mining algorithms. Darlington et al. [16] have also used structured parallel programming for developing data mining algorithms. Our work is distinct at least two important...

Cited by:   More
Performance Prediction for Random Write Reductions: A Case.. - Jin, Agrawal (2002)   (Correct)
Compiler and Middleware Support for Scalable Data Mining - Agrawal, Jin, Li   (Correct)
A Middleware for Developing Parallel Data Mining Applications - Jin, Agrawal (2001)   (Correct)

Active bibliography (related documents):   More   All
0.8:   A Combinational Framework For Parallel Programming Using.. - Hamdan (2000)   (Correct)
0.7:   Accuracy in Decision Making with Performance Models - Darlington, Ghanem, To (1997)   (Correct)
0.4:   Supporting Irregular Applications in SPF - Darlington, To   (Correct)

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BibTeX entry:   (Update)

John Darlington, Moustafa M. Ghanem, Yike Guo, and H. W. To. Performance models for co-ordinating parallel data classification. In Proceedings of the Seventh International Parallel Computing Workshop (PCW-97), Canberra, Australia, September 1997. http://citeseer.ist.psu.edu/darlington97performance.html   More

@misc{ darlington97performance,
  author = "J. Darlington and M. Ghanem and Y. Guo and H. To",
  title = "Performance models for co-ordinating parallel data classification",
  text = "John Darlington, Moustafa M. Ghanem, Yike Guo, and H. W. To. Performance
    models for co-ordinating parallel data classification. In Proceedings of
    the Seventh International Parallel Computing Workshop (PCW-97), Canberra,
    Australia, September 1997.",
  year = "1997",
  url = "citeseer.ist.psu.edu/darlington97performance.html" }
Citations (may not include all citations):
2177   Programs for Machine Learning (context) - Quinlan - 1993
667   UCI repository of machine learning databases (context) - Merz, Murphy - 1996
46   Functional skeletons for parallel coordination - Darlington, Guo et al. - 1995
44   A methodology for the development and the support of massive.. - Danelutto, Di Meglio et al. - 1994
26   Coordinating heterogeneous parallel computation - Au, Darlington et al. - 1996
26   Structured parallel programming - Darlington, Ghanem et al. - 1993
9   HOPP --- A higher-order parallel programming model - Rangaswami - 1995
7   Guided resource organisation in heterogeneous parallel compu.. - Darlington, Ghanem et al. - 1997
6   Optimising the Parallel Behaviour of Combinations of Program.. - To - 1995
4   Co-ordination Based Structured Parallel Programming (context) - Yang - 1997
2   Structured Parallel Programming Using Performance Models and.. (context) - Ghanem - 1997
2   Large scale data mining: The challenges and the solutions - Chattratichat, Darlington et al. - 1997
1   Accuracy in decision making with performance models - Darlington, Ghanem et al. - 1997

Documents on the same site (http://hpc.doc.ic.ac.uk/environments/coordination/):   More
Supporting Irregular Applications in SPF - Darlington, To   (Correct)
Guided Resource Organisation in Heterogeneous Parallel.. - Darlington, Ghanem, Guo.. (1996)   (Correct)
Accuracy in Decision Making with Performance Models - Darlington, Ghanem, To (1997)   (Correct)

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