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EXTRAAMAS (Workshop) (2022))

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Explainable and transparent AI and multi-agent systems = 4th International Workshop, EXTRAAMAS 2022, virtual event, May 9-10, 2022 : revised selected papers /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Explainable and transparent AI and multi-agent systems/ edited by Davide Calvaresi ... [et al.].
Reminder of title:	4th International Workshop, EXTRAAMAS 2022, virtual event, May 9-10, 2022 : revised selected papers /
remainder title:	EXTRAAMAS 2022
other author:	Calvaresi, Davide.
corporate name:	EXTRAAMAS (Workshop)
Published:	Cham :Springer International Publishing : : 2022.,
Description:	ix, 239 p. :ill. (chiefly color), digital ;24 cm.
[NT 15003449]:	Explainable Machine Learning -- Evaluation of importance estimators in deep learning classifiers for Computed Tomography -- Integration of local and global features explanation with global rules extraction and generation tools -- ReCCoVER: Detecting Causal Confusion for Explainable Reinforcement Learning -- Smartphone based grape leaf disease diagnosis and remedial system Assisted with explanations -- Explainable Neuro-Symbolic AI -- Recent Neural-Symbolic Approaches to ILP Based on Templates -- On the Design of PSyKI: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors -- Explainable Agents -- The Mirror Agent Model: a Bayesian Architecture for Interpretable Agent Behavior -- Semantic Web-based Interoperability for Intelligent Agents with PsyKE -- Case-based reasoning via comparing the strength order of features -- XAI Measures and Metrics -- Explainability Metrics and Properties for Counterfactual Explanation Methods -- The use of partial order relations and measure theory in developing objective measures of explainability -- AI & Law -- An Evaluation of Methodologies for Legal Formalization -- Risk and Exposure of XAI in Persuasion and Argumentation: The case of Manipulation -- Requirements for Tax XAI under Constitutional Principles and Human Rights.
Contained By:	Springer Nature eBook
Subject:	Intelligent agents (Computer software) - Congresses. -
Online resource:	https://doi.org/10.1007/978-3-031-15565-9
ISBN:	9783031155659

Explainable and transparent AI and multi-agent systems = 4th International Workshop, EXTRAAMAS 2022, virtual event, May 9-10, 2022 : revised selected papers /
Explainable and transparent AI and multi-agent systems4th International Workshop, EXTRAAMAS 2022, virtual event, May 9-10, 2022 : revised selected papers /[electronic resource] :EXTRAAMAS 2022edited by Davide Calvaresi ... [et al.]. - Cham :Springer International Publishing :2022. - ix, 239 p. :ill. (chiefly color), digital ;24 cm. - Lecture notes in computer science,132830302-9743 ;. - Lecture notes in computer science ;13283..

Explainable Machine Learning -- Evaluation of importance estimators in deep learning classifiers for Computed Tomography -- Integration of local and global features explanation with global rules extraction and generation tools -- ReCCoVER: Detecting Causal Confusion for Explainable Reinforcement Learning -- Smartphone based grape leaf disease diagnosis and remedial system Assisted with explanations -- Explainable Neuro-Symbolic AI -- Recent Neural-Symbolic Approaches to ILP Based on Templates -- On the Design of PSyKI: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors -- Explainable Agents -- The Mirror Agent Model: a Bayesian Architecture for Interpretable Agent Behavior -- Semantic Web-based Interoperability for Intelligent Agents with PsyKE -- Case-based reasoning via comparing the strength order of features -- XAI Measures and Metrics -- Explainability Metrics and Properties for Counterfactual Explanation Methods -- The use of partial order relations and measure theory in developing objective measures of explainability -- AI & Law -- An Evaluation of Methodologies for Legal Formalization -- Risk and Exposure of XAI in Persuasion and Argumentation: The case of Manipulation -- Requirements for Tax XAI under Constitutional Principles and Human Rights.

This book constitutes the refereed proceedings of the 4th International Workshop on Explainable and Transparent AI and Multi-Agent Systems, EXTRAAMAS 2022, held virtually during May 9-10, 2022. The 14 full papers included in this book were carefully reviewed and selected from 25 submissions. They were organized in topical sections as follows: explainable machine learning; explainable neuro-symbolic AI; explainable agents; XAI measures and metrics; and AI & law.

ISBN: 9783031155659

Standard No.: 10.1007/978-3-031-15565-9doiSubjects--Topical Terms:

582135
Intelligent agents (Computer software)
--Congresses.

LC Class. No.: QA76.76.I58 / E96 2022

Dewey Class. No.: 006.30285436

Explainable and transparent AI and multi-agent systems = 4th International Workshop, EXTRAAMAS 2022, virtual event, May 9-10, 2022 : revised selected papers /
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