AUTOMATED SCALABLE AND ADAPTIVE SYSTEM FOR MEMORY ANALYSIS VIA IDENTIFICATION OF LEAK ROOT CANDIDATES

Patent №

US 7,568,192

Granted

2009-07-28

Filed 2003

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10673837

A method for identifying a set of objects in a target application program includes: receiving a plurality of samples of one or more object reference graphs, wherein each object reference graph includes live objects and their references; deriving a set of candidate data structures from the samples; collecting a plurality of properties of each of the live objects in relation to data structures over time; and using a mixture model, combining the plurality of the properties of each live object in a non-linear manner for ranking leak root candidates within each set of candidate data structures The method also includes the identification of an initial set of highly-ranked candidate objects that are possible causes of at least one object leak, wherein the higher the ranking the smaller the identified set.

AI classification

Knowledge representation1.00
AI hardware1.00
Machine learning1.00
Planning0.99
Evolutionary computation0.96
Vision0.07
Natural language0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 145640897

Assignors

MICHELL, NICK M., SEVITSKY, GARY S.

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

From the same owner

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