NLP-BASED CONTEXT-AWARE LOG MINING FOR TROUBLESHOOTING

Patent №

US 11,409,754

Granted

2022-08-09

Filed 2019

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

5

ml · nlp · vision · speech · kr

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16437989

A method for context-aware data mining of a text document includes receiving a list of words parsed and preprocessed from an input query; computing a related distributed embedding representation for each word in the list of words using a word embedding model of the text document being queried; aggregating the related distributed embedding representations of all words in the list of words to represent the input query with a single embedding, by using one of an average of all the related distributed embedding representations or a maximum of all the related distributed embedding representations; retrieving a ranked list of document segments of N lines that are similar to the aggregated word embedding representation of the query, where N is a positive integer provided by the user; and returning the list of retrieved segments to a user.

Machine learningNatural languageVisionSpeechKnowledge representationG06F 16/2465G06F 16/313G06F 16/3334G06F 16/3344G06F 17/18G06F 40/205G06F 40/284G06N 3/04+4 more

AI classification

Natural language1.00
Vision1.00
Knowledge representation0.99
Speech0.73
Machine learning0.53
AI hardware0.39
Planning0.00
Evolutionary computation0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 494360683

Assignors

DOMENICONI, GIACOMO, LEE, EUN KYUNG, MORARI, ALESSANDRO

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

From the same owner

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