Explanations

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Interpretable Machine Learning

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Author : Christoph Molnar
language : en
Publisher: Lulu.com
Release Date : 2020

Interpretable Machine Learning written by Christoph Molnar and has been published by Lulu.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with Computers categories.

This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

Explaining Explanation

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Author : David-Hillel Ruben
language : en
Publisher: Routledge
Release Date : 2015-12-03

Explaining Explanation written by David-Hillel Ruben and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-12-03 with Social Science categories.

This second edition of David-Hillel Ruben's influential and highly acclaimed book on the philosophy of explanation has been revised and expanded, and the author has made substantial changes in light of the extensive reviews the first edition received. Ruben's views on the place of laws in explanation has been refined and clarified. What is perhaps the central thesis of the book, his realist view of explanation, describing the way in which explanation depends on metaphysics, has been updated and extended and engages with some of the work in this area published since the book's first edition.

Understanding Explanation And Scientific Knowledge

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Author : Kareem Khalifa
language : en
Publisher: Cambridge University Press
Release Date : 2017-10-05

Understanding Explanation And Scientific Knowledge written by Kareem Khalifa and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-10-05 with Philosophy categories.

The first comprehensive exploration of the nature and value of understanding, addressing burgeoning debates in epistemology and philosophy of science.

Explanations

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Author : John Cornwell
language : en
Publisher: Oxford University Press, USA
Release Date : 2004-04-22

Explanations written by John Cornwell and has been published by Oxford University Press, USA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004-04-22 with Language Arts & Disciplines categories.

Scientists often talk about the search for meaning, and about explanations that can make sense of the universe. But what do we mean by this, and what information do these explanations give us? This title addresses this problem, to provoke and inspire reflection on how and why we explain things the way we do.

Philosophy And Personal Relations

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Author : Alan Montefiore
language : en
Publisher: McGill-Queen's Press - MQUP
Release Date : 1973-01-01

Philosophy And Personal Relations written by Alan Montefiore and has been published by McGill-Queen's Press - MQUP this book supported file pdf, txt, epub, kindle and other format this book has been release on 1973-01-01 with Philosophy categories.

Artificial Intelligence In Hci

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Author : Helmut Degen
language : en
Publisher: Springer Nature
Release Date : 2023-07-08

Artificial Intelligence In Hci written by Helmut Degen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-08 with Computers categories.

This double volume book set constitutes the refereed proceedings of 4th International Conference, AI-HCI 2023, held as part of the 25th International Conference, HCI International 2023, which was held virtually in Copenhagen, Denmark in July 2023. The total of 1578 papers and 396 posters included in the HCII 2023 proceedings was carefully reviewed and selected from 7472 submissions. The first volume focuses on topics related to Human-Centered Artificial Intelligence, explainability, transparency and trustworthiness, ethics and fairness, as well as AI-supported user experience design. The second volume focuses on topics related to AI for language, text, and speech-related tasks, human-AI collaboration, AI for decision-support and perception analysis, and innovations in AI-enabled systems.

The Routledge Companion To Philosophy Of Medicine

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Author : Miriam Solomon
language : en
Publisher: Taylor & Francis
Release Date : 2016-10-04

The Routledge Companion To Philosophy Of Medicine written by Miriam Solomon and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-10-04 with Philosophy categories.

The Routledge Companion to Philosophy of Medicine is a comprehensive guide to topics in the fields of epistemology and metaphysics of medicine. It examines traditional topics such as the concept of disease, causality in medicine, the epistemology of the randomized controlled trial, the biopsychosocial model, explanation, clinical judgment and phenomenology of medicine and emerging topics, such as philosophy of epidemiology, measuring harms, the concept of disability, nursing perspectives, race and gender, the metaphysics of Chinese medicine, and narrative medicine. Each of the 48 chapters is written especially for this volume and with a student audience in mind. For pedagogy and clarity, each chapter contains an extended example illustrating the ideas discussed. This text is intended for use as a reference for students in courses in philosophy of medicine and philosophy of science, and pairs well with The Routledge Companion to Bioethics for use in medical humanities and social science courses.

Doing Things For Reasons

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Author : Rüdiger Bittner
language : en
Publisher: Oxford University Press, USA
Release Date : 2001

Doing Things For Reasons written by Rüdiger Bittner and has been published by Oxford University Press, USA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Philosophy categories.

People do things for reasons, but what are reasons and how are they related to the resulting actions? Bittner explores this question and proposes an answer: a reason is a response to that state of affairs.

Definition In Greek Philosophy

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Author : David Charles
language : en
Publisher: OUP Oxford
Release Date : 2010-08-19

Definition In Greek Philosophy written by David Charles and has been published by OUP Oxford this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-08-19 with Philosophy categories.

Socrates' greatest philosophical contribution was to have initiated the search for definitions. In Definition in Greek Philosophy his views on definition are examined, together with those of his successors, including Plato, Aristotle, the Stoics, Galen, the Sceptics and Plotinus. Although definition was a major pre-occupation for many Greek philosophers, it has rarely been treated as a separate topic in its own right in recent years. This volume, which contains fourteen new essays by leading scholars, aims to reawaken interest in a number of central and relatively unexplored issues concerning definition. These issues are briefly set out in the Introduction, which also seeks to point out scholarly and philosophical questions which merit further study.

Convergence Of Blockchain And Explainable Artificial Intelligence

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Author : Akansha Singh
language : en
Publisher: CRC Press
Release Date : 2024-10-30

Convergence Of Blockchain And Explainable Artificial Intelligence written by Akansha Singh and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-30 with Computers categories.

Explainable AI (XAI) is an upcoming research field in the domain of machine learning. This book aims to provide a detailed description of the topics related to XAI and Blockchain. These two technologies can benefit each other, and the research outcomes will benefit society in multiple ways. Existing AI systems make decisions in a black box manner. Explainable AI delineates how an AI system arrived at a particular decision. It inspects the steps and models that are responsible for making a particular decision. It is an upcoming trend that aims at providing explanations to the AI decisions. Blockchain is emerging as an effective technique for XAI. It enables accessibility to digital ledgers amongst the various AI agents. The AI agents collaborate using consensus and decisions are saved on Blocks. These blocks can be traced back but cannot be changed. Thus, the combination of AI with blockchain provides transparency and visibility to all AI decisions. BlockXAI is also being widely used for improving data security and intelligence. The decisions made are consensus based and decentralized leading to highly efficient AI systems. This book also covers topics that present the convergence of Blockchain with explainable AI and will provide researchers, academics, and industry experts with a complete guide to BlockXAI.