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In many real-world settings, the critical class is rare and a missed detection carries a disproportionately high cost. For example, tumors are rare and a false negative diagnosis could have severe consequences on treatment outcomes; fraudulent bankin
Externí odkaz:
http://arxiv.org/abs/2304.00049
Publikováno v:
AIES
AIES '21: Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society
AIES '21: Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society
Counterfactual explanations (CFE) are being widely used to explain algorithmic decisions, especially in consequential decision-making contexts (e.g., loan approval or pretrial bail). In this context, CFEs aim to provide individuals affected by an alg
Autor:
Kiarash Mohammadi, Andreas Pavlogiannis, Krishnendu Chatterjee, Ali Asadi, Amir Kafshdar Goharshady
Publikováno v:
Automated Technology for Verification and Analysis ISBN: 9783030591519
ATVA
ATVA
Discrete-time Markov Chains (MCs) and Markov Decision Processes (MDPs) are two standard formalisms in system analysis. Their main associated quantitative objectives are hitting probabilities, discounted sum, and mean payoff. Although there are many t
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::29ff42b9ffb8118def0ff910375a675e
https://doi.org/10.1007/978-3-030-59152-6_14
https://doi.org/10.1007/978-3-030-59152-6_14