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:
May. 12, 2020

Filed:

Aug. 29, 2017
Applicant:

Fmr Llc, Boston, MA (US);

Inventors:

Pu Li, Liaoning, CN;

Maohua Sun, Liaoning, CN;

Hua Hao, Dalian, CN;

Junmei Liu, Liaoning, CN;

Yuanjun Liu, Liaoning, CN;

Yucai Yang, Liaoning, CN;

Assignee:

FMR LLC, Boston, MA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 11/36 (2006.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06F 11/00 (2006.01);
U.S. Cl.
CPC ...
G06F 11/3608 (2013.01); G06F 11/008 (2013.01); G06N 3/0445 (2013.01); G06N 3/08 (2013.01);
Abstract

A computer-implemented method of training, using a computer log file, an application error prediction engine to identify one or more application errors includes parsing the computer log file into a plurality of data sets. Each data set is associated with a unique computing session having a session identifier and ending in an application or. The method also includes extracting, from each data set, values for a specified set of parameters in each data set. The method also includes encoding the extracted values for each data set into a corresponding data structure. The method also includes generating, for each data structure, a corresponding vector, the corresponding vectors collectively forming a matrix. The method also includes calculating, based on the matrix, a set of clusters, each cluster corresponding to a known error type, the set of clusters used to create a model used to identify new error types.


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