2009 TowardAutonomicGridsAnalyzingth

• (Zhang et al., 2009) ⇒ Xiangliang Zhang, Cyril Furtlehner, Julien Perez, Cecile Germain-Renaud, and Michèle Sebag. (2009). “Toward Autonomic Grids: Analyzing the Job Flow with Affinity Streaming.” In: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2009). doi:10.1145/1557019.1557126

Subject Headings:

Notes

• Categories and Subject Descriptors: H.2.8 Database Management: Database Applications — Data Mining; I.5.3 Pattern Recognition: Clustering — Algorithms, Similarity measures
• General Terms: Algorithms, Experimentation.

Cited By

• http://scholar.google.com/scholar?q=%22Toward+autonomic+grids%3A+analyzing+the+job+flow+with+affinity+streaming%22+2009
• http://portal.acm.org/citation.cfm?doid=1557019.1557126&preflayout=flat#citedby

Quotes

Author Keywords

Affinity Propagation, Autonomic Computing, Online Clustering

Abstract

The Affinity Propagation (AP) clustering algorithm proposed by Frey and Dueck (2007) provides an understandable, nearly optimal summary of a dataset, albeit with quadratic computational complexity. This paper, motivated by Autonomic Computing, extends AP to the data streaming framework. Firstly a hierarchical strategy is used to reduce the complexity to O(N^1+e) the distortion loss incurred is analyzed in relation with the dimension of the data items. Secondly, a coupling with a change detection test is used to cope with non-stationary data distribution, and rebuild the model as needed. The presented approach StrAP is applied to the stream of jobs submitted to the EGEE Grid, providing an understandable description of the job flow and enabling the system administrator to spot online some sources of failures.

References

,

	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2009 TowardAutonomicGridsAnalyzingth	Xiangliang Zhang Cyril Furtlehner Julien Perez Cecile Germain-Renaud Michèle Sebag			Toward Autonomic Grids: Analyzing the Job Flow with Affinity Streaming		KDD-2009 Proceedings		10.1145/1557019.1557126		2009