Invention Grant
- Patent Title: Providing predictive analytics with predictions tailored for a specific domain
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Application No.: US16658812Application Date: 2019-10-21
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Publication No.: US11769063B2Publication Date: 2023-09-26
- Inventor: Changying Sun , Lin Luo , Graham Wills , Mohammed Mostafa
- Applicant: International Business Machines Corporation
- Applicant Address: US NY Armonk
- Assignee: International Business Machines Corporation
- Current Assignee: International Business Machines Corporation
- Current Assignee Address: US NY Armonk
- Agency: SHACKELFORD, BOWEN, MCKINLEY & NORTON, LLP
- Agent Robert A. Voigt, Jr.
- Main IPC: G06N5/02
- IPC: G06N5/02 ; G06N5/022 ; G06N7/00 ; G06V30/262 ; G06F18/22 ; G06F18/2113

Abstract:
A computer-implemented method, system and computer program product for providing predictions tailored for a specific domain. Each field within a set of datasets is classified with a concept defined in a domain specific ontology. After receiving a target field and identifying a target concept tagged to the target field, concepts that have an influential impact directly to the target concept or indirectly to a concept tagged to a field associated with the target field are identified. Fields are then identified as candidates for predictors from the identified concepts using a semantic relationship and a numeric association combined approach. An influential confidence score and a numeric analytics score are then calculated for each of these candidates upon which a final confidence score is computed. The identified candidates are ranked based on the final confidence scores, and the top ranked candidates for predictors are selected to build a statistical model.
Public/Granted literature
- US20210117811A1 PROVIDING PREDICTIVE ANALYTICS WITH PREDICTIONS TAILORED FOR A SPECIFIC DOMAIN Public/Granted day:2021-04-22
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