Data processing: artificial intelligence – Miscellaneous
Reexamination Certificate
2008-03-03
2011-11-08
Rivas, Omar Fernandez (Department: 2129)
Data processing: artificial intelligence
Miscellaneous
C706S045000, C706S046000, C708S514000, C708S520000
Reexamination Certificate
active
08055607
ABSTRACT:
A system and method for autonomic problem determination. Events and problems associated with the events are received from a computing resource and are expressed as entries in an event-problem matrix. Expert knowledge is expressed as entries in one or more multi-level structure dictionaries. The system and method enables dynamic interaction between the events in the matrix and the current dictionaries with its entries being updated continuously to maximize correlation among the events and problems. The index of each term in the dictionary is used to calculate the weight of each event in the matrix wherein events having frequent association with a specific problem will be given a higher weight in the matrix. Using singular value decomposition (SVD), the weighted events enable an accelerated and accurate convergence to a set of specific associated problems. Feedback, responsive to the output of the problem determination, is provided to trigger the recalculation of the index of each associated term in the dictionaries, resulting in gradual evolution of the dictionaries to accumulate expert knowledge.
REFERENCES:
patent: 5675819 (1997-10-01), Schuetze
patent: 6560597 (2003-05-01), Dhillon et al.
patent: 6611825 (2003-08-01), Billheimer et al.
patent: 6701305 (2004-03-01), Holt et al.
patent: 6792456 (2004-09-01), Hellerstein et al.
patent: 2004/0059966 (2004-03-01), Chan et al.
patent: 2004/0178951 (2004-09-01), Ponsford et al.
patent: 2004/0243692 (2004-12-01), Arnold et al.
patent: 2004/0243699 (2004-12-01), Koclanes et al.
patent: 2005/0091356 (2005-04-01), Izzo
patent: 2005/0256947 (2005-11-01), Devarakonda et al.
patent: 2006/0236061 (2006-10-01), Koclanes
patent: 2007/0019754 (2007-01-01), Raleigh et al.
patent: 2007/0033273 (2007-02-01), White et al.
patent: 2007/0083509 (2007-04-01), Wu et al.
patent: 2007/0140374 (2007-06-01), Raleigh et al.
patent: 2008/0125045 (2008-05-01), Nakao
patent: 2008/0133982 (2008-06-01), Rawlins et al.
patent: 2008/0183090 (2008-07-01), Farringdon et al.
patent: 2009/0216821 (2009-08-01), Nakamura et al.
Kwok et al. “An autonomic problem determination system using adaptive multi-levels dictionaries and singular value decomposition techniques”, International Journal of Autonomic Computing, 2009, pp. 50-57.
Chan et al., “Adaptive Multi-levels Dictionaries and Singular Value Decomposition Techniques for Autonomic Problem Determination”, Fourth International Conference on Autonomic Computing, 2007, 2 pages.
Chan et al., “Autonomic ranking and selection of web services by using single value decomposition technique”, IEEE International Conference on Web Services, 2008, pp. 661-666.
Chan et al.,“A Policy-based Management System with Automatic Policy Selection and Creation Capabilities by using Singular Value Decomposition Technique”, IBM Thomas J. Watson Research Center, 19 Skyline Drive, Hawthorne, NY 10532 , 4 pages.
J.O. Kephart and D.M. Chess entitled The Vision of Autonomic Computing. IEEE Computer Magazine, Jan. 2003, pp. 41-50.
J.O. Kephart and We. Walsh, “An AI Perspective on Autonomic Computing Policies”, Policies for Distributed Systems, Networks, Jun. 7-9, 2004, 10 pages.
A.K. Bandara, E.C. Lupu, J. Moffett, A. Russo, “A Goal-based Approach to Policy Refinement”, Proceedings 5th IEEE Policy Workshop (Policy 2004), Jun. 1996, pp. 1-11.
L.P. Kaelbling, M. Littman, A. Moore, “Reinforcement Learning: A Survey”, Journal of Artificial Intelligence Research, vol. 4, May, 1996, pp. 237-285.
Chan Hoi Y.
Kwok Thomas Y.
Fernandez Rivas Omar
Fernandez Rivas Omar F
International Business Machines - Corporation
Morris, Esq. Daniel P.
Scully , Scott, Murphy & Presser, P.C.
LandOfFree
Adaptive multi-levels dictionaries and singular value... does not yet have a rating. At this time, there are no reviews or comments for this patent.
If you have personal experience with Adaptive multi-levels dictionaries and singular value..., we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Adaptive multi-levels dictionaries and singular value... will most certainly appreciate the feedback.
Profile ID: LFUS-PAI-O-4286830