METHOD FOR PROVIDING AN EXPLANATION DATASET FOR AN AI MODULE, COMPUTER-READABLE STORAGE MEDIUM, DEVICE AND SYSTEM
Explaining the decisions of AI modules to a user is difficult.The invention relates to methods for providing an explanation dataset (2) for an AI module (31), the methods comprising:receiving a user dataset (20) which specifies at least one input dataset (21) of an AI module (31), wherein the AI mod...
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Sprache: | eng ; fre ; ger |
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Zusammenfassung: | Explaining the decisions of AI modules to a user is difficult.The invention relates to methods for providing an explanation dataset (2) for an AI module (31), the methods comprising:receiving a user dataset (20) which specifies at least one input dataset (21) of an AI module (31), wherein the AI module (31) is adapted to compute an output dataset (3) for the input dataset (21), wherein the user dataset (20) comprises at least one target specification (25) which specifies a value of a data item (26) in an output dataset (3) of the AI module (31);loading at least one optimization task (16) which specifies a specific metric (14) and/or a similarity metric (15);computing at least one solution of the at least one optimization task (16) as an explanation dataset (2) taking the user dataset (20) and the AI module (31) into consideration and applying at least one optimization method (17), wherein the AI module (31) is adapted to compute for the explanation dataset (2) an output dataset (3) which comprises the data item (26) specified by the target specification (25);providing the explanation dataset (2) for the AI module (31). |
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