The Explainability of Experience

The Explainability of Experience
Title The Explainability of Experience PDF eBook
Author Ursula Renz
Publisher Oxford University Press
Pages 329
Release 2018-07-02
Genre Philosophy
ISBN 0190886412

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This book reconstructs Spinoza's theory of the human mind against the backdrop of the twofold notion that subjective experience is explainable and that its successful explanation is of ethical relevance, because it makes us wiser, freer, and happier. Doing so, the book defends a realist rationalist interpretation of Spinoza's approach which does not entail commitment to an ontological reduction of subjective experience to mere intelligibility. In contrast to a long-standing tradition of Hegelian reading of Spinoza's Ethics, it thus defends the notion that the experience of finite subjects is fully real.

The Explainability of Experience

The Explainability of Experience
Title The Explainability of Experience PDF eBook
Author Ursula Renz
Publisher Oxford University Press
Pages 329
Release 2018
Genre Philosophy
ISBN 0199350167

Download The Explainability of Experience Book in PDF, Epub and Kindle

This book reconstructs Spinoza's theory of the human mind against the backdrop of the twofold notion that subjective experience is explainable and that its successful explanation is of ethical relevance, because it makes us wiser, freer, and happier. Doing so, the book defends a realist rationalist interpretation of Spinoza's approach which does not entail commitment to an ontological reduction of subjective experience to mere intelligibility. In contrast to a long-standing tradition of Hegelian reading of Spinoza's Ethics, it thus defends the notion that the experience of finite subjects is fully real.

Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision

Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision
Title Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision PDF eBook
Author Georg Dedikov
Publisher GRIN Verlag
Pages 157
Release 2023-05-16
Genre Computers
ISBN 3346873854

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Master's Thesis from the year 2023 in the subject Computer Science - SEO, Search Engine Optimization, grade: 1,0, University of Regensburg (Professur für Wirtschaftsinformatik, insb. Internet Business & Digitale Soziale Medien), language: English, abstract: This thesis presents a toolkit of 17 user experience (UX) principles, which are categorized according to their relevance towards Explainable AI (XAI). The goal of Explainable AI has been widely associated in literature with dimensions of comprehensibility, usefulness, trust, and acceptance. Moreover, authors in academia postulate that research should rather focus on the development of holistic explanation interfaces instead of single visual explanations. Consequently, the focus of XAI research should be more on potential users and their needs, rather than purely technical aspects of XAI methods. Considering these three impediments, the author of this thesis derives the assumption to bring valuable insights from the research area of User Interface (UI) and User Experience design into XAI research. Basically, UX is concerned with the design and evaluation of pragmatic and hedonic aspects of a user’s interaction with a system in some context. These principles are taken into account in the subsequent prototyping of a custom XAI system called Brain Tumor Assistant (BTA). Here, a pre-trained EfficientNetB0 is used as a Convolutional Neural Network that can divide x-ray images of a human brain into four classes with an overall accuracy of 98%. To generate factual explanations, Local Interpretable Model-agnostic Explanations are subsequently applied as an XAI method. The following evaluation of the BTA is based on the so-called User Experience Questionnaire (UEQ) according to Laugwitz et al. (2008), whereby single items of the questionnaire are adapted to the specific context of XAI. Quantitative data from a study with 50 participants in each control and treatment group is used to present a standardized way of quantifying the dimensions of Usability and UX specifically for XAI systems. Furthermore, through an A/B test, evidence is presented that visual explanations have a significant (α=0.05) positive effect on the dimensions of attractiveness, usefulness, controllability, and trustworthiness. In summary, this thesis proves that explanations in computer vision not only have a significantly positive effect on trustworthiness, but also on other dimensions.

Social Computing and Social Media: Design, User Experience and Impact

Social Computing and Social Media: Design, User Experience and Impact
Title Social Computing and Social Media: Design, User Experience and Impact PDF eBook
Author Gabriele Meiselwitz
Publisher Springer Nature
Pages 694
Release 2022-06-16
Genre Computers
ISBN 3031050614

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This two-volume set LNCS 13315 and 13316 constitutes the refereed proceedings of the 14th International Conference on Social Computing and Social Media, SCSM 2022, held as part of the 24rd International Conference, HCI International 2022, which took place in June-July 2022. Due to COVID-19 pandemic the conference was held virtually. The total of 1276 papers and 275 posters included in the 40 HCII 2022 proceedings volumes was carefully reviewed and selected from 5583 submissions. The papers of SCSM 2022, Part I, are organized in topical sections named: design and user experience in social media and social live streaming; text analysis and AI in social media; social media impact on society and business.

Research Challenges in Information Science

Research Challenges in Information Science
Title Research Challenges in Information Science PDF eBook
Author Fabiano Dalpiaz
Publisher Springer Nature
Pages 659
Release 2020-06-24
Genre Computers
ISBN 303050316X

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This book constitutes the proceedings of the 14th International Conference on Research Challenges in Information Sciences, RCIS 2020, held in Limassol, Cyprus, during September 23-25, 2020. The conference was originally scheduled for May 2020, but the organizing committee was forced to postpone the conference due to the outbreak of the COVID-19 pandemic. The scope of RCIS 2020 is summarized by the thematic areas of information systems and their engineering; user-oriented approaches; data and information management; business process management; domain-specific information systems engineering; data science; information infrastructures, and reflective research and practice. The 26 full papers and 3 work in progress papers presented in this volume were carefully reviewed and selected from 106 submissions. They were organized in topical sections named: Data Analytics and Business Intelligence; Digital Enterprise and Technologies; Human Factors in Information Systems; Information Systems Development and Testing; Machine Learning and Text Processing; and Security and Privacy. The volume also contains 12 poster and demo-papers, and 4 Doctoral Consortium papers.

Case-Based Reasoning Research and Development

Case-Based Reasoning Research and Development
Title Case-Based Reasoning Research and Development PDF eBook
Author Juan A. Recio-Garcia
Publisher Springer Nature
Pages 475
Release
Genre
ISBN 3031636465

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Skepsis and Antipolitics: The Alternative of Gustav Landauer

Skepsis and Antipolitics: The Alternative of Gustav Landauer
Title Skepsis and Antipolitics: The Alternative of Gustav Landauer PDF eBook
Author
Publisher BRILL
Pages 421
Release 2022-12-12
Genre Philosophy
ISBN 9004534571

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One century after Gustav Landauer’s death, in a time marked by a deep doubt concerning modern politics, the volume proposes a fascinating overview of the articulation between skepsis and antipolitics in his multifaceted unconventional anarchism.