Multi-core stochastic discrimination

Details Multi-core stochastic discrimination Multi-core stochastic discrimination

2007-02-28

2009-12-08

Holmes, Michael B (Department: 2129)

Data processing: artificial intelligence

Machine learning

Reexamination Certificate

active

07630942

ABSTRACT:
In some embodiments, multi-core stochastic discrimination is generally presented. In this regard, a method is introduced comprising providing random regions of a feature space to parallel cores, testing each random region for enrichment in parallel, recording coverage for each data point in each enriched random region in parallel, and calculating an overall average coverage for each data point among the enriched random regions. Other embodiments are also disclosed and claimed.

REFERENCES:
patent: 5930392 (1999-07-01), Ho
patent: 6009199 (1999-12-01), Ho
patent: 6704889 (2004-03-01), Veenstra et al.
patent: 6922482 (2005-07-01), Ben-Porath
patent: 7237148 (2007-06-01), Czajkowski et al.
patent: 7246100 (2007-07-01), Bradski
patent: 7272583 (2007-09-01), Bradski
On improvement of classification accuracy for stochastic discrimination Ning Zong; Xia Hong; Systems, Man, and Cybernetics, Part B, IEEE Transactions on vol. 35, Issue 1, Feb. 2005 pp. 142-149 Digital Object Identifier 10.1109/TSMCB.2004.839908.
On the algorithmic implementation of stochastic discrimination Kleinberg, E.M.; Pattern Analysis and Machine Intelligence, IEEE Transactions on vol. 22, Issue 5, May 2000 pp. 473-490 Digital Object Identifier 10.1109/34.857004.
Parameter Tuning using the Out-of-Bootstrap Generalisation Error Estimate for Stochastic Discrimination and Random Forests Prior, M.; Windeatt, T.; Pattern Recognition, 2006. ICPR 2006. 18th International Conference on vol. 2, pp. 498-501 Digital Object Identifier 10.1109/ICPR.2006.913.
A random subspace method for co-training Jiao Wang; Si-wei Luo; Xian-hua Zeng; Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on Jun. 1-8, 2008 pp. 195 -200 Digital Object Identifier 10.1109/IJCNN.2008.4633789.
Predicting Blood-Brain Barrier Penetration by Stochastic Discrimination Dechang Chen; Jianwen Fang; Jiawei Yu; BioMedical Engineering and Informatics, 2008. BMEI 2008. International Conference on vol. 1, May 27-30, 2008 pp. 337-340 Digital Object Identifier 10.1109/BMEI.2008.243.
Research and Application of a Method for Constructing Decision Forests Zhu Qiang; Service Systems and Service Management, 2007 International Conference on Jun. 9-11, 2007 pp. 1-6 Digital Object Identifier 10.1109/ICSSSM.2007.4280168.
E.M. Kleinberg, “An Overtraining-Resistant Stochastic Modeling Method for Pattern Recognition”, The Annals of Statistics, 1996, vol. 24, No. 6, pp. 2319-2349.
E.M. Kleinberg, “On the Algorithmic Implementation of Stochastic Discrimination”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 22, No. 5, May 2000, pp. 473-490.
E.M. Kleinberg, “Stochastic Discrimination”, Department of Mathematics, State University of New York at Buffalo, 33 pages.

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