OPTIMAL PERSISTENCE OF A BUSINESS PROCESS

Patent №

US 9,569,722

Granted

2017-02-14

Filed 2014

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14514901

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.

Machine learningKnowledge representationPlanningAI hardwareG06N 3/084G06F 16/2438G06F 16/289G06N 3/0499G06N 3/08G06N 3/09G06Q 10/06

AI classification

Machine learning1.00
AI hardware1.00
Planning1.00
Knowledge representation1.00
Evolutionary computation0.01
Vision0.00
Natural language0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 339540734

Assignors

NAGPAL, ABHINAY R., RAMANATHAN, SRI, RAMESH, SANDEEP, SIVAKUMAR, GANDHI, TREVATHAN, MATTHEW B.

On an employer assignment, the assignors are typically the inventors.

From the same owner

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