Towards Explainable Fuzzy Ai Concepts Paradigms Tools And Techniques
DOWNLOAD
Download Towards Explainable Fuzzy Ai Concepts Paradigms Tools And Techniques PDF/ePub or read online books in Mobi eBooks. Click Download or Read Online button to get Towards Explainable Fuzzy Ai Concepts Paradigms Tools And Techniques book now. This website allows unlimited access to, at the time of writing, more than 1.5 million titles, including hundreds of thousands of titles in various foreign languages. If the content not found or just blank you must refresh this page
Towards Explainable Fuzzy Ai Concepts Paradigms Tools And Techniques
DOWNLOAD
Author : Vladik Kreinovich
language : en
Publisher: Springer Nature
Release Date : 2022-09-16
Towards Explainable Fuzzy Ai Concepts Paradigms Tools And Techniques written by Vladik Kreinovich and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-16 with Technology & Engineering categories.
Modern AI techniques –- especially deep learning –- provide, in many cases, very good recommendations: where a self-driving car should go, whether to give a company a loan, etc. The problem is that not all these recommendations are good -- and since deep learning provides no explanations, we cannot tell which recommendations are good. It is therefore desirable to provide natural-language explanation of the numerical AI recommendations. The need to connect natural language rules and numerical decisions is known since 1960s, when the need emerged to incorporate expert knowledge -- described by imprecise words like "small" -- into control and decision making. For this incorporation, a special "fuzzy" technique was invented, that led to many successful applications. This book described how this technique can help to make AI more explainable.The book can be recommended for students, researchers, and practitioners interested in explainable AI.
Explainable Fuzzy Systems
DOWNLOAD
Author : Jose Maria Alonso Moral
language : en
Publisher: Springer Nature
Release Date : 2021-04-07
Explainable Fuzzy Systems written by Jose Maria Alonso Moral and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-07 with Technology & Engineering categories.
The importance of Trustworthy and Explainable Artificial Intelligence (XAI) is recognized in academia, industry and society. This book introduces tools for dealing with imprecision and uncertainty in XAI applications where explanations are demanded, mainly in natural language. Design of Explainable Fuzzy Systems (EXFS) is rooted in Interpretable Fuzzy Systems, which are thoroughly covered in the book. The idea of interpretability in fuzzy systems, which is grounded on mathematical constraints and assessment functions, is firstly introduced. Then, design methodologies are described. Finally, the book shows with practical examples how to design EXFS from interpretable fuzzy systems and natural language generation. This approach is supported by open source software. The book is intended for researchers, students and practitioners who wish to explore EXFS from theoretical and practical viewpoints. The breadth of coverage will inspire novel applications and scientific advancements.
Multi Criteria Decision Making And Optimum Design With Machine Learning
DOWNLOAD
Author : Van Thanh Tien Nguyen
language : en
Publisher: CRC Press
Release Date : 2024-12-11
Multi Criteria Decision Making And Optimum Design With Machine Learning written by Van Thanh Tien Nguyen and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-11 with Computers categories.
As multicriteria decision-making (MCDM) continues to grow and evolve, machine learning (ML) techniques have become increasingly important in finding efficient and effective solutions to complex problems. This book is intended to guide researchers, practitioners, and students interested in the intersection of ML and MCDM for optimal design. Multi-Criteria Decision-Making and Optimum Design with Machine Learning: A Practical Guide is a comprehensive resource that bridges the gap between ML and MCDM. It offers a practical approach by demonstrating the application of ML and MCDM algorithms to real-world problems. Through case studies and examples, it showcases the effectiveness of these techniques in optimal design. The book also provides a comparative analysis of conventional MCDM algorithms and machine learning techniques, enabling readers to make informed decisions about their use in different scenarios. It also delves into emerging trends, providing insights into future directions and potential opportunities. The book covers a wide range of topics, including the definition of optimal design, MCDM algorithms, supervised and unsupervised ML techniques, deep learning techniques, and more, making it a valuable resource for professionals and researchers in various fields. Multi-Criteria Decision-Making and Optimum Design with Machine Learning: A Practical Guide is designed for professionals, researchers, and practitioners in engineering, computer science, sustainability, and related fields. It is also a valuable resource for students and academics who wish to expand their knowledge of machine learning applications in multicriteria decision-making. By offering a blend of theoretical insights and practical examples, this guide aims to inspire further research and application of machine learning in multidimensional decision-making environments.
An Introduction To Computing With Fuzzy Sets
DOWNLOAD
Author : Witold Pedrycz
language : en
Publisher: Springer Nature
Release Date : 2020-08-11
An Introduction To Computing With Fuzzy Sets written by Witold Pedrycz and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-08-11 with Technology & Engineering categories.
This book provides concise yet thorough coverage of the fundamentals and technology of fuzzy sets. Readers will find a lucid and systematic introduction to the essential concepts of fuzzy set-based information granules, their processing and detailed algorithms. Timely topics and recent advances in fuzzy modeling and its principles, neurocomputing, fuzzy set estimation, granulation–degranulation, and fuzzy sets of higher type and order are discussed. In turn, a wealth of examples, case studies, problems and motivating arguments, spread throughout the text and linked with various areas of artificial intelligence, will help readers acquire a solid working knowledge. Given the book’s well-balanced combination of the theory and applied facets of fuzzy sets, it will appeal to a broad readership in both academe and industry. It is also ideally suited as a textbook for graduate and undergraduate students in science, engineering, and operations research.
Women In Computational Intelligence
DOWNLOAD
Author : Alice E Smith
language : en
Publisher: Springer Nature
Release Date : 2022-04-13
Women In Computational Intelligence written by Alice E Smith and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-13 with Technology & Engineering categories.
This book provides a breadth of innovative and impactful research in the field computational intelligence led by women investigators. Topics include intelligent data analytics, optimization of complex systems, approximation of human reasoning, robotic path planning, and intelligent control systems. These topics touch on many of the technological challenges facing the world today and these solutions by women researcher teams are valuable for their excellence and their non-traditional perspective. As an important part of the Women in Science and Engineering book series, the work highlights the contribution of women leaders in computational intelligence, inspiring women and men, girls, and boys to enter and apply themselves to this exciting multi-disciplinary field.
Discrete Geometry And Mathematical Morphology
DOWNLOAD
Author : Étienne Baudrier
language : en
Publisher: Springer Nature
Release Date : 2022-10-20
Discrete Geometry And Mathematical Morphology written by Étienne Baudrier and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-20 with Computers categories.
This book constitutes the proceedings of the Second IAPR International Conference on Discrete Geometry and Mathematical Morphology, DGMM 2022, which was held during October 24-27, 2022, in Strasbourg, France. The 33 papers included in this volume were carefully reviewed and selected from 45 submissions. They were organized in topical sections as follows: discrete and combinatorial topology; discrete tomography and inverse problems; multivariate and PDE-based mathematical morphology, morphological filtering; hierarchical and Graph-Based Models, Analysis and Segmentation; discrete geometry - models, transforms, and visualization; learning based morphology to Mathematical Morphology; and distance transform. The book also contains 3 invited keynote papers.
Soft Computing In Renewable Energy Technologies
DOWNLOAD
Author : Najib El Ouanjli
language : en
Publisher: CRC Press
Release Date : 2024-10-10
Soft Computing In Renewable Energy Technologies written by Najib El Ouanjli and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-10 with Computers categories.
This book addresses and disseminates state-of-the-art research and development in the applications of soft computing techniques for renewable energy systems. It covers topics such as solar energy, wind energy, and solar concentrator technologies, as well as building systems and power generation systems. In all these areas, applications of soft computing methods such as artificial neural networks, genetic algorithms, particle swarm optimization, cuckoo search, fuzzy logic, and a combination of these, called hybrid systems, are included. This book is a source for students interested in the fields of renewable energy and the application of the soft computing. In addition, our book can be considered as a reference for researchers and academics since it will include applications of soft computing in different renewable energy systems.
Beyond Quantity
DOWNLOAD
Author : Andreas Sudmann
language : en
Publisher: transcript Verlag
Release Date : 2023-11-24
Beyond Quantity written by Andreas Sudmann and has been published by transcript Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-24 with Social Science categories.
How do artificial neural networks and other forms of artificial intelligence interfere with methods and practices in the sciences? Which interdisciplinary epistemological challenges arise when we think about the use of AI beyond its dependency on big data? Not only the natural sciences, but also the social sciences and the humanities seem to be increasingly affected by current approaches of subsymbolic AI, which master problems of quality (fuzziness, uncertainty) in a hitherto unknown way. But what are the conditions, implications, and effects of these (potential) epistemic transformations and how must research on AI be configured to address them adequately?
Artificial Intelligence And Machine Learning
DOWNLOAD
Author : Dr. Deva Rajashekar, Mr. Venu Aluri, Dr. Tenali Naga Mani, Mr. Garigipati Rama Krishna
language : en
Publisher: RK Publication
Release Date : 2025-04-29
Artificial Intelligence And Machine Learning written by Dr. Deva Rajashekar, Mr. Venu Aluri, Dr. Tenali Naga Mani, Mr. Garigipati Rama Krishna and has been published by RK Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-29 with Computers categories.
This book explores the fundamentals and applications of Artificial Intelligence and Machine Learning. It covers key concepts, algorithms, and real-world use cases, offering readers a comprehensive understanding of intelligent systems. Ideal for students, professionals, and enthusiasts seeking to grasp the impact and potential of AI and ML in modern technology.
Recent Advances In Ai Enabled Automated Medical Diagnosis
DOWNLOAD
Author : Richard Jiang
language : en
Publisher: CRC Press
Release Date : 2022-10-20
Recent Advances In Ai Enabled Automated Medical Diagnosis written by Richard Jiang and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-20 with Computers categories.
Developments in deep learning in the past decade have led to phenomenal growth in AI-based automated medical diagnosis, opening a door to a new era of both medical research and medical industry. It is a golden age for researchers involved in the development and application of advanced machine learning techniques for medical and clinical problems. This book captures the most recent important advances in this cross-disciplinary topic and brings the latest advances to a wide audience including experts, researchers, students, industry developers and medical services.