Explainable Neural Networks Based On Fuzzy Logic And Multi Criteria Decision Tools
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Explainable Neural Networks Based On Fuzzy Logic And Multi Criteria Decision Tools
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Author : József Dombi
language : en
Publisher: Springer Nature
Release Date : 2021-04-28
Explainable Neural Networks Based On Fuzzy Logic And Multi Criteria Decision Tools written by József Dombi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-28 with Technology & Engineering categories.
The research presented in this book shows how combining deep neural networks with a special class of fuzzy logical rules and multi-criteria decision tools can make deep neural networks more interpretable – and even, in many cases, more efficient. Fuzzy logic together with multi-criteria decision-making tools provides very powerful tools for modeling human thinking. Based on their common theoretical basis, we propose a consistent framework for modeling human thinking by using the tools of all three fields: fuzzy logic, multi-criteria decision-making, and deep learning to help reduce the black-box nature of neural models; a challenge that is of vital importance to the whole research community.
Explainable And Customizable Job Sequencing And Scheduling
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Author : Tin-Chih Toly Chen
language : en
Publisher: Springer Nature
Release Date : 2025-05-11
Explainable And Customizable Job Sequencing And Scheduling written by Tin-Chih Toly Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-11 with Technology & Engineering categories.
This book systematically reviews the progress in explainable AI (XAI) and introduces the methods, tools, and applications of XAI technologies in job sequencing and scheduling. Relevant references and real case studies are provided as supporting evidence. To date, artificial intelligence (AI) technologies have been widely applied in job sequencing and scheduling. However, some advanced AI methods are not easy to understand or communicate, especially for factory workers with insufficient background knowledge of AI. This undoubtedly limits the practicability of these methods. To address this issue, explainable AI has been considered a viable strategy. XAI methods suitable for job sequencing and scheduling differ from those for other fields in manufacturing, such as pattern recognition, defect analysis, estimation, and prediction. This is the first book to systematically integrate current knowledge in XAI and demonstrate its application to manufacturing.
Data Science And Intelligent Systems
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Author : Radek Silhavy
language : en
Publisher: Springer Nature
Release Date : 2021-11-16
Data Science And Intelligent Systems written by Radek Silhavy and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-16 with Technology & Engineering categories.
This book constitutes the second part of refereed proceedings of the 5th Computational Methods in Systems and Software 2021 (CoMeSySo 2021) proceedings. The real-world problems related to data science and algorithm design related to systems and software engineering are presented in this papers. Furthermore, the basic research’ papers that describe novel approaches in the data science, algorithm design and in systems and software engineering are included. The CoMeSySo 2021 conference is breaking the barriers, being held online. CoMeSySo 2021 intends to provide an international forum for the discussion of the latest high-quality research results
Computational Intelligence And Mathematics For Tackling Complex Problems 5
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Author : M.Eugenia Cornejo
language : en
Publisher: Springer Nature
Release Date : 2024-01-02
Computational Intelligence And Mathematics For Tackling Complex Problems 5 written by M.Eugenia Cornejo and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-02 with Computers categories.
This book is focused on connecting two interesting research areas, mathematics and computational intelligence, by means of appealing contributions devoted to give solutions to different challenges of the current technological age. It continues the collection of articles dealing with the important and efficient combination of these both areas, with a stress of fuzzy systems and fuzzy logic. It also includes relevant papers on the development and application of mathematics, artificial intelligence, and automatic reasoning tools to Digital Forensics, which have been developed within the framework of the COST Action DigForASP-CA17124 (digforasp.uca.es).
Artificial Intelligence Research And Development
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Author : M. Villaret
language : en
Publisher: IOS Press
Release Date : 2021-10-14
Artificial Intelligence Research And Development written by M. Villaret and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-14 with Computers categories.
Artificial intelligence has become an indispensible part of our lives in recent years, affecting all aspects from business and leisure to transport and health care. This book presents the proceedings of the 23rd edition of the International Conference of the Catalan Association for Artificial Intelligence (CCIA), an annual event that serves as a meeting point for researchers in Artificial Intelligence in the area of the Catalan speaking territories and from around the world. The 2021 edition was held online as a virtual conference from 20 - 22 October 2021 due to the COVID-19 pandemic. The book contains 42 long papers and 9 short papers, carefully reviewed and selected. The papers cover all aspects of artificial intelligence and are divided under six section headings: combinatorial problem solving and logics for artificial intelligence; sentiment analysis and tekst analysis; data science and decision support systems; machine learning; computer vision; and explainability and argumentation. Abstracts of the 2 invited talks delivered at the conference by Prof. Patty Kostkova and Prof. João Marques-Silva are also included. Offering a state of the art overview of the subject from a regional perspective, the book will be of interest to all those working in the field of artificial intelligence.
Fuzzy Business Models And Esg Risk
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Author : Magdalena Ziolo
language : en
Publisher: Springer Nature
Release Date : 2023-10-13
Fuzzy Business Models And Esg Risk written by Magdalena Ziolo and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-13 with Business & Economics categories.
This book discusses fuzzy business models and focuses on using fuzzy logic in business processes from the perspective of financial institutions when integrating ESG factors and risk. Developing and examining sustainable business models requires an appropriate methodology that would consider the specificity of business models because the measurement of this phenomenon is often based on values from specific ranges and requires a fuzzy approach. According to the law, regulations, and recommendations, financial institutions and businesses must incorporate Environmental Social Governance factors and ESG risk in their decision-making process. Sustainable financial institutions include ESG risk in their risk management system, strategies, and policies. As a result, they hope to mitigate ESG risk and create sustainable value in their business models with an impact on sustainable value creation. This book discusses this phenomenon in detail. One of the first on the market to address the issue of fuzzy business models, the book also deals comprehensively with the fuzzy logic in modeling business processes, decision-making processes, and business models using examples from financial institutions, and will be of interest to researchers, professors, and students of sustainable finance, banking, and sustainable development alongside corporate sustainability.
Development Of Stream Mapping Frame Work With Fuzzy Qfd
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Author : Dr. Ashad Ullah Qureshi
language : en
Publisher: Concepts Books Publication
Release Date : 2022-06-01
Development Of Stream Mapping Frame Work With Fuzzy Qfd written by Dr. Ashad Ullah Qureshi and has been published by Concepts Books Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-01 with Education categories.
The manufacturing systems have been witnessing a key transition from mass manufacturing to lean manufacturing. Mass manufacturing focuses on high volume production with limited product variety. Lean manufacturing is focused on elimination of wastes thereby streamlining the processes and facilitating cost reduction.
Fuzzy Logic Soft Computing And Computational Intelligence
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Author :
language : en
Publisher: 清华大学出版社有限公司
Release Date : 2005
Fuzzy Logic Soft Computing And Computational Intelligence written by and has been published by 清华大学出版社有限公司 this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Computational intelligence categories.
Algorithms In Machine Learning Paradigms
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Author : Jyotsna Kumar Mandal
language : en
Publisher: Springer Nature
Release Date : 2020-01-03
Algorithms In Machine Learning Paradigms written by Jyotsna Kumar Mandal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-03 with Technology & Engineering categories.
This book presents studies involving algorithms in the machine learning paradigms. It discusses a variety of learning problems with diverse applications, including prediction, concept learning, explanation-based learning, case-based (exemplar-based) learning, statistical rule-based learning, feature extraction-based learning, optimization-based learning, quantum-inspired learning, multi-criteria-based learning and hybrid intelligence-based learning.
11th International Conference On Theory And Application Of Soft Computing Computing With Words And Perceptions And Artificial Intelligence Icsccw 2021
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Author : Rafik A. Aliev
language : en
Publisher: Springer Nature
Release Date : 2022-01-04
11th International Conference On Theory And Application Of Soft Computing Computing With Words And Perceptions And Artificial Intelligence Icsccw 2021 written by Rafik A. Aliev and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-04 with Technology & Engineering categories.
This book presents the proceedings of the 11th Conference on Theory and Applications of Soft Computing, Computing with Words and Perceptions and Artificial Intelligence, ICSCCW-2021, held in Antalya, Turkey, on August 23–24, 2021. The general scope of the book covers uncertain computation, decision making under imperfect information, neuro-fuzzy approaches, natural language processing, and other areas. The topics of the papers include theory and application of soft computing, computing with words, image processing with soft computing, intelligent control, machine learning, fuzzy logic in data mining, soft computing in business, economics, engineering, material sciences, biomedical engineering, and health care. This book is a useful guide for academics, practitioners, and graduates in fields of soft computing and computing with words. It allows for increasing of interest in development and applying of these paradigms in various real-life fields.