EP 4062329 A1 20220928 - METHOD FOR PROVIDING AN EXPLANATION DATASET FOR AN AI MODULE, COMPUTER-READABLE STORAGE MEDIUM, DEVICE AND SYSTEM
Title (en)
METHOD FOR PROVIDING AN EXPLANATION DATASET FOR AN AI MODULE, COMPUTER-READABLE STORAGE MEDIUM, DEVICE AND SYSTEM
Title (de)
VERFAHREN ZUM BEREITSTELLEN EINES ERKLÄRUNGSDATENSATZES FÜR EIN KI-MODUL, COMPUTERLESBARES SPEICHERMEDIUM, VORRICHTUNG UND SYSTEM
Title (fr)
PROCÉDÉ POUR PRÉPARER UN ENSEMBLE DE DONNÉES D'EXPLICATION POUR UN MODULE D'IA, SUPPORT D'ENREGISTREMENT LISIBLE PAR ORDINATEUR, DISPOSITIF ET SYSTÈME
Publication
Application
Priority
- DE 102019131639 A 20191122
- EP 2020082749 W 20201119
Abstract (en)
[origin: WO2021099501A1] It is difficult to explain the decisions of AI modules to a user. The invention relates to methods for providing an explanation dataset (2) for an AI-module (31), comprising the steps of: - receiving a user dataset (20), which specifies at least one input dataset (21) for an AI module (31), wherein the AI module (31) is designed to calculate 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 particular metric (14) and/or a similarity metric (15); - computing at least one solution for 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 designed 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).
IPC 8 full level
G06N 5/04 (2006.01); G06N 20/00 (2019.01)
CPC (source: EP US)
G06F 18/214 (2023.01 - US); G06F 18/22 (2023.01 - US); G06N 5/045 (2013.01 - EP US); G06N 20/00 (2018.12 - EP US); G06Q 40/03 (2023.01 - EP)
Citation (search report)
See references of WO 2021099501A1
Designated contracting state (EPC)
AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR
Designated extension state (EPC)
BA ME
DOCDB simple family (publication)
DE 102019131639 A1 20210527; DE 102019131639 B4 20220113; CN 114830140 A 20220729; EP 4062329 A1 20220928; US 2023025692 A1 20230126; WO 2021099501 A1 20210527
DOCDB simple family (application)
DE 102019131639 A 20191122; CN 202080080879 A 20201119; EP 2020082749 W 20201119; EP 20810956 A 20201119; US 202017778724 A 20201119