Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility

Kary Främling

doi:10.1007/978-3-031-40878-6_16

Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility

^*Tämän työn vastaava kirjoittaja

Umeå University

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussa › Conference article in proceedings › Scientific › vertaisarvioitu

12 Lataukset (Pure)

Abstrakti

Contextual Importance and Utility (CIU) is a model-agnostic method for post-hoc explanation of prediction outcomes. In this paper we describe and show new functionality in the R implementation of CIU for tabular data. Much of that functionality is specific to CIU and goes beyond the current state of the art.

Alkuperäiskieli	Englanti
Otsikko	Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, Revised Selected Papers
Toimittajat	Davide Calvaresi, Amro Najjar, Andrea Omicini, Rachele Carli, Giovanni Ciatto, Reyhan Aydogan, Yazan Mualla, Kary Främling
Kustantaja	Springer
Sivut	180-184
Sivumäärä	5
ISBN (elektroninen)	978-3-031-40878-6
ISBN (painettu)	978-3-031-40877-9
DOI - pysyväislinkit	https://doi.org/10.1007/978-3-031-40878-6_16
Tila	Julkaistu - 2023
OKM-julkaisutyyppi	A4 Artikkeli konferenssijulkaisussa
Tapahtuma	International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems - London, Iso-Britannia Kesto: 29 toukok. 2023 → 29 toukok. 2023 Konferenssinumero: 5

Julkaisusarja

Nimi	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Kustantaja	Springer
Vuosikerta	14127 LNAI
ISSN (painettu)	0302-9743
ISSN (elektroninen)	1611-3349

Workshop

Workshop	International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems
Lyhennettä	EXTRAAMAS
Maa/Alue	Iso-Britannia
Kaupunki	London
Ajanjakso	29/05/2023 → 29/05/2023

Pääsy asiakirjaan

10.1007/978-3-031-40878-6_16

Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and UtilityAccepted author manuscript, 1,33 MB

Muut tiedostot ja linkit

Linkki julkaisuun Scopuksessa

Siteeraa tätä

Främling, K. (2023). Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility. teoksessa D. Calvaresi, A. Najjar, A. Omicini, R. Carli, G. Ciatto, R. Aydogan, Y. Mualla, & K. Främling (Toimittajat), Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, Revised Selected Papers (Sivut 180-184). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vuosikerta 14127 LNAI). Springer. https://doi.org/10.1007/978-3-031-40878-6_16

Främling, Kary. / Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility. Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, Revised Selected Papers. Toimittaja / Davide Calvaresi ; Amro Najjar ; Andrea Omicini ; Rachele Carli ; Giovanni Ciatto ; Reyhan Aydogan ; Yazan Mualla ; Kary Främling. Springer, 2023. Sivut 180-184 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility",

abstract = "Contextual Importance and Utility (CIU) is a model-agnostic method for post-hoc explanation of prediction outcomes. In this paper we describe and show new functionality in the R implementation of CIU for tabular data. Much of that functionality is specific to CIU and goes beyond the current state of the art.",

keywords = "Contextual Importance and Utility, Contrastive, Counterfactual, Explainable AI, Open source",

author = "Kary Fr{\"a}mling",

note = "Funding Information: The work is partially supported by the Wallenberg AI, Autonomous Systems and Software Program (WASP) funded by the Knut and Alice Wallenberg Foundation. Publisher Copyright: {\textcopyright} 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.; International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems, EXTRAAMAS ; Conference date: 29-05-2023 Through 29-05-2023",

year = "2023",

doi = "10.1007/978-3-031-40878-6_16",

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Främling, K 2023, Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility. julkaisussa D Calvaresi, A Najjar, A Omicini, R Carli, G Ciatto, R Aydogan, Y Mualla & K Främling (toim), Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, Revised Selected Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vuosikerta 14127 LNAI, Springer, Sivut 180-184, International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems, London, Iso-Britannia, 29/05/2023. https://doi.org/10.1007/978-3-031-40878-6_16

Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility. / Främling, Kary.
Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, Revised Selected Papers. toim. / Davide Calvaresi; Amro Najjar; Andrea Omicini; Rachele Carli; Giovanni Ciatto; Reyhan Aydogan; Yazan Mualla; Kary Främling. Springer, 2023. s. 180-184 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vuosikerta 14127 LNAI).

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussa › Conference article in proceedings › Scientific › vertaisarvioitu

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KW - Contrastive

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KW - Explainable AI

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Främling K. Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility. julkaisussa Calvaresi D, Najjar A, Omicini A, Carli R, Ciatto G, Aydogan R, Mualla Y, Främling K, toimittajat, Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, Revised Selected Papers. Springer. 2023. s. 180-184. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-031-40878-6_16