The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Feb. 14, 2017

Filed:

Oct. 15, 2014
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Abhinay R. Nagpal, Pune, IN;

Sri Ramanathan, Lutz, FL (US);

Sandeep Ramesh, Pune, IN;

Gandhi Sivakumar, Victoria, AU;

Matthew B. Trevathan, Roswell, GA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06F 17/30 (2006.01); G06Q 10/06 (2012.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 17/3041 (2013.01); G06F 17/30607 (2013.01); G06N 3/08 (2013.01); G06Q 10/06 (2013.01);
Abstract

Aspects of the invention provide for automatically selecting optimal fetch settings for business processes as a function of database query load and relational context by monitoring usage of a data retrieval point with respect to a defined unit of work. A multilayer feed-forward neural network is used to predict, as a function of training sets composed of historical data generated by the monitored usage of the data retrieval point, a future value of a data size of results from an eager fetch setting for the data retrieval point. The eager fetch is automatically revised to a lazy fetch setting in response to determining that the future data size value of the eager fetch setting results is larger than a permissible memory resource threshold.


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