Invention Grant
- Patent Title: Method and processing unit for computer-implemented analysis of a classification model
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Application No.: US16847072Application Date: 2020-04-13
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Publication No.: US11551436B2Publication Date: 2023-01-10
- Inventor: Jindong Gu
- Applicant: Siemens Aktiengesellschaft
- Applicant Address: DE Munich
- Assignee: Siemens Aktiengesellschaft
- Current Assignee: Siemens Aktiengesellschaft
- Current Assignee Address: DE Munich
- Agency: Schmeiser, Olsen & Watts LLP
- Priority: EP19169735 20190417
- Main IPC: G06K9/62
- IPC: G06K9/62 ; G06V10/46 ; G06F16/55 ; G06F16/583 ; G06N3/04 ; G06N3/08

Abstract:
Provided is a method and processing unit for computer-implemented analysis of a classification model which is adapted to map, as a prediction, a number of input instances, each of them having a number n of features, into a number of probabilities of output classes, as a classification decision, according to a predetermined function, and which is adapted to determine a relevance value for each feature resulting in a saliency map. The disclosure includes the step of identifying an effect of each feature on the prediction of the instance by determining, for each feature, a relevance information representing a contextual information for all features of the instance omitting the considered feature. Then, the relevance value for each feature is determined. Finally, the plurality of relevance values for the features of the instance is evaluated to identify the effect of each feature on the prediction of the instance.
Public/Granted literature
- US20200334489A1 METHOD AND PROCESSING UNIT FOR COMPUTER-IMPLEMENTED ANALYSIS OF A CLASSIFICATION MODEL Public/Granted day:2020-10-22
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