LEVERAGING USER-TO-TOOL INTERACTIONS TO AUTOMATICALLY ANALYZE DEFECTS IN IT SERVICES DELIVERY

Patent №

US 8,898,092

Granted

2014-11-25

Filed 2012

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

6

ml · nlp · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13362089

An approach is presented for identifying related problem tickets in an information technology (IT) environment. User interactions with a computer program are stored. The user interactions include inputs to the computer program to search for problem tickets issued in the IT environment that have the same characteristics. One or more user interaction patterns within the user interactions are recognized. A user interaction pattern of the one or more user interaction patterns is selected based on an evaluation of effectiveness of each of the one or more user interaction patterns. Based on the user interaction pattern, a rule is generated for determining which problem tickets in the IT environment share a common characteristic. The rule is applied to additional problem tickets issued in the IT environment to identify which of the additional problem tickets share the common characteristic.

Machine learningNatural languageKnowledge representationPlanningEvolutionary computationAI hardwareG06F 11/079G06F 3/04842G06F 3/04847G06F 11/0751G06N 5/00H04L 41/0631H04L 41/069H04L 41/5074

AI classification

Planning1.00
Knowledge representation1.00
Natural language1.00
Evolutionary computation1.00
AI hardware0.99
Machine learning0.61
Vision0.12
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 276230026

Assignors

BHAMIDIPATY, ANURADHA, CHENG, WINNIE WING-YEE, HECHING, ALIZA R., JAIN, ANSHU N., LIU, JIA, MOULIC, JAMES R., ROSU, DANIELA, SMADI, MITHKAL M., TAMILSELVAM, SRIKANTH G.

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

From the same owner

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