"Back to the Feature: A Neural-Symbolic Perspective on Explainable AI"

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Book	Author(s)	Year	Publisher
Explainable Human-AI Interaction: A Planning Perspective	Sarath Sreedharan; Anagha Kulkarni; Subbarao Kambhampati		Springer International Publishing
Explainable Human-ai Interaction: A Planning Perspective	Sarath Sreedharan, Anagha Kulkarni, Subbarao Kambhampati	2022	Morgan & Claypool
Explainable AI with Python	Leonida Gianfagna; Antonio Di Cecco	1st ed. 2021	Springer International Publishing
Computational Architectures Integrating Neural and Symbolic Processes: A Perspective on the State of the Art	Ron Sun; Lawrence A. Bookman	1995	Springer US
Explainable Fuzzy Systems: Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems	Jose Maria Alonso Moral; Ciro Castiello; Luis Magdalena; Corrado Mencar	1st ed. 2021	Springer International Publishing
Neural-Symbolic Cognitive Reasoning	Artur S. D'Avila Garcez; Luís C. Lamb; Dov M. Gabbay	2009	Springer Berlin Heidelberg
Neural-Symbolic Cognitive Reasoning	Dr. Artur S. d’Avila Garcez, Dr. Luís C. Lamb, Prof. Dov M. Gabbay (auth.)	2009	Springer-Verlag Berlin Heidelberg
Interpretable AI: Building explainable machine learning systems	Ajay Thampi	2022	Manning Publications
Perspectives of Neural-Symbolic Integration	Barbara Hammer; Pascal Hitzler	2007	Springer Berlin Heidelberg
Explainable Neural Networks Based on Fuzzy Logic and Multi-criteria Decision Tools	József Dombi; Orsolya Csiszár	1st ed. 2021	Springer International Publishing
Explainable AI: Interpreting, Explaining and Visualizing Deep Learning	Wojciech Samek; Grégoire Montavon; Andrea Vedaldi; Lars Kai Hansen; Klaus-Robert Müller	1st ed. 2019	Springer International Publishing
Using feature construction to improve the performance of neural networks	Selwyn Piramuthu	1993	College of Commerce and Business Administration, University of Illinois at Urbana-Champaign.
A Geometric Approach to the Unification of Symbolic Structures and Neural Networks	Tiansi Dong	1st ed. 2021	Springer International Publishing
Human communication: a symbolic interactionist perspective	Julia T. Wood	1982	Holt, Rinehart, and Winston
Perspective as Symbolic Form	Erwin Panofsky Translated by Christopher S. Wood	2020	Princeton University Press
Perspective as symbolic form	Erwin Panofsky	1997	Zone Books
Hands-On Explainable AI (XAI) with Python: Interpret, visualize, explain, and integrate reliable AI for fair, secure, and trustworthy AI apps	Denis Rothman	2020	Packt Publishing
Neural-Symbolic Learning Systems: Foundations and Applications	Artur S. d'Avila Garcez; Krysia B. Broda; Dov M. Gabbay	2002	Springer London
Feature based neural network acoustic transient signal classification	Terry S. Wichert	1993	Naval Postgraduate School;Available from the National Technical Information Service
Symbolic Interactionism: perspective and method	Herbert Blumer	1986	University of California Press
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Chapter	Author(s)	Book	Book Authors	Year	Publisher
Back to the Feature: A Neural-Symbolic Perspective on Explainable AI	Andrea Campagner; Federico Cabitza	Machine Learning and Knowledge Extraction: 4th IFIP TC 5, TC 12, WG 8. 4, WG 8. 9, WG 12. 9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25–28, 2020, Proceedings	Andreas Holzinger; Peter Kieseberg; A Min Tjoa; Edgar Weippl	1st ed. 2020	Springer International Publishing
Explainable AI	Peter Taylor	AI and the Project Manager: How the Rise of Artificial Intelligence Will Change Your World	Peter Taylor	2021	Routledge
EXplainable AI	KC Santosh; Casey Wall	AI, Ethical Issues and Explainability—Applied Biometrics	KC Santosh; Casey Wall	1st ed. 2022	Springer Nature Singapore
Explainable AI		Engineering MLOps: Rapidly build, test, and manage production-ready machine learning life cycles at scale	Emmanuel Raj	2021	Packt Publishing
Explainable AI		Responsible AI: Implementing Ethical and Unbiased Algorithms	Sray Agarwal, Shashin Mishra	2021	Springer
Explainable AI		Cognitive Skills You Need for the 21st Century	Stephen K. Reed	2020	Oxford University Press
Defining explainable AI		Hands-On Explainable AI (XAI) with Python: Interpret, visualize, explain, and integrate reliable AI for fair, secure, and trustworthy AI apps	Denis Rothman	2020	Packt Publishing
9 Explainable AI		Artificial Intelligence in Highway Safety	Subasish Das	2022	CRC Press
91 Explainable AI		Interpretable AI: Building explainable machine learning systems	Ajay Thampi	2022	Manning Publications
Our Perspective on Human-Aware and Explainable AI Agents		Explainable Human-ai Interaction: A Planning Perspective	Sarath Sreedharan, Anagha Kulkarni, Subbarao Kambhampati	2022	Morgan & Claypool
Explainable and Ethical AI: A Perspective on Argumentation and Logic Programming	Roberta Calegari; Andrea Omicini; Giovanni Sartor	AIxIA 2020 – Advances in Artificial Intelligence: XIXth International Conference of the Italian Association for Artificial Intelligence, Virtual Event, November 25–27, 2020, Revised Selected Papers	Matteo Baldoni; Stefania Bandini	1st ed. 2021	Springer International Publishing
Explainable AI and a Right to Explanation		Business ethics /	Wasieleski, David M.,; Weber, James,		Emerald Publishing Limited
Explainable AI for Inspecting Adversarial Attacks on Deep Neural Networks	Zuzanna Klawikowska; Agnieszka Mikołajczyk; Michał Grochowski	Artificial Intelligence and Soft Computing: 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part I	Leszek Rutkowski; Rafał Scherer; Marcin Korytkowski; Witold Pedrycz; Ryszard Tadeusiewicz; Jacek M. Zurada	1st ed. 2020	Springer International Publishing
Explainable AI in Neural Networks Using Shapley Values	Deepshikha Bhargava; Lav Kumar Gupta	Biomedical Data Analysis and Processing Using Explainable (XAI) and Responsive Artificial Intelligence (RAI)	Aditya Khamparia; Deepak Gupta; Ashish Khanna; Valentina E. Balas	1st ed. 2022	Springer Nature Singapore
Explainable Neural Networks		Artificial Intelligence and Quantum Computing for Advanced Wireless Networks	Savo G. Glisic; Beatriz Lorenzo	2022	Wiley Telecom
Back to Basics: Explainable AI for Adaptive Serious Games	Florian Berger; Wolfgang Müller	Serious Games: Joint International Conference, JCSG 2021, Virtual Event, January 12–13, 2022, Proceedings	Bobbie Fletcher; Minhua Ma; Stefan Göbel; Jannicke Baalsrud Hauge; Tim Marsh	1st ed. 2021	Springer International Publishing
Symbolic AI		Artificial Minds	Stanley P. Franklin	1997	MIT Press
Explainable AI: The New 42?	Randy Goebel; Ajay Chander; Katharina Holzinger; Freddy Lecue; Zeynep Akata; Simone Stumpf et al.	Machine Learning and Knowledge Extraction: Second IFIP TC 5, TC 8/WG 8. 4, 8. 9, TC 12/WG 12. 9 International Cross-Domain Conference, CD-MAKE 2018, Hamburg, Germany, August 27–30, 2018, Proceedings	Andreas Holzinger; Peter Kieseberg; A Min Tjoa; Edgar Weippl	1st ed. 2018	Springer International Publishing
Explainable AI im Gesundheitswesen	Joachim Steinwendner	Künstliche Intelligenz im Gesundheitswesen: Entwicklungen, Beispiele und Perspektiven	Mario A. Pfannstiel	1. Aufl. 2022	Springer Fachmedien Wiesbaden
Frameworks of explainable AI		Human-Centered Artificial Intelligence	Chang Nam; Jae-Yoon Jung andSangwon Lee	2022	Academic Press
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