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072 7 _aCOM004000
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082 0 4 _a006.30285436
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245 1 0 _aExplainable and Transparent AI and Multi-Agent Systems
_h[electronic resource] :
_b4th International Workshop, EXTRAAMAS 2022, Virtual Event, May 9-10, 2022, Revised Selected Papers /
_cedited by Davide Calvaresi, Amro Najjar, Michael Winikoff, Kary Främling.
250 _a1st ed. 2022.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2022.
300 _aIX, 239 p. 38 illus., 31 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
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338 _aonline resource
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490 1 _aLecture Notes in Artificial Intelligence,
_x2945-9141 ;
_v13283
505 0 _aExplainable 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.
520 _aThis 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. .
650 0 _aMultiagent systems.
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650 0 _aMachine learning.
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650 0 _aCompilers (Computer programs).
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650 0 _aNatural language processing (Computer science).
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650 0 _aComputer science.
_99832
650 0 _aComputers, Special purpose.
_946653
650 1 4 _aMultiagent Systems.
_94974
650 2 4 _aMachine Learning.
_91831
650 2 4 _aCompilers and Interpreters.
_931853
650 2 4 _aNatural Language Processing (NLP).
_931587
650 2 4 _aTheory of Computation.
_9165562
650 2 4 _aSpecial Purpose and Application-Based Systems.
_946654
700 1 _aCalvaresi, Davide.
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700 1 _aNajjar, Amro.
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700 1 _aWinikoff, Michael.
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700 1 _aFrämling, Kary.
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776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
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830 0 _aLecture Notes in Artificial Intelligence,
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856 4 0 _uhttps://doi.org/10.1007/978-3-031-15565-9
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