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Titlebook: Fuzzy Cognitive Maps; Best Practices and M Philippe J. Giabbanelli,Gonzalo Nápoles Book 2024 The Editor(s) (if applicable) and The Author(s

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書目名稱Fuzzy Cognitive Maps
副標題Best Practices and M
編輯Philippe J. Giabbanelli,Gonzalo Nápoles
視頻videohttp://file.papertrans.cn/352/351178/351178.mp4
概述Contains up-to-date guidance for practitioners of fuzzy cognitive maps (FCMs).Includes problems and examples.Is a concise, one-volume introduction to the subject
圖書封面Titlebook: Fuzzy Cognitive Maps; Best Practices and M Philippe J. Giabbanelli,Gonzalo Nápoles Book 2024 The Editor(s) (if applicable) and The Author(s
描述.This book starts with the rationale for creating an FCM by contrast to other techniques for participatory modeling, as this rationale is a key element to justify the adoption of techniques in a research paper. Fuzzy cognitive mapping is an active research field with over 20,000 publications devoted to externalizing the qualitative perspectives or “mental models” of individuals and groups. Since the emergence of fuzzy cognitive maps (FCMs) back in the 80s, new algorithms have been developed to reduce bias, facilitate the externalization process, or efficiently utilize quantitative data via machine learning. It covers the development of an FCM with participants through a traditional in-person setting, drawing from the experience of practitioners and highlighting solutions to commonly encountered challenges. The book continues with introducing principles of simulations with FCMs as a tool to perform what-if scenario analysis, while extending those principles to more elaborated simulation scenarios where FCMs and agent-based modeling are combined. Once an FCM model is obtained, the book then details the analytical tools available for practitioners (e.g., to identify the most important
出版日期Book 2024
關鍵詞Fuzzy Cognitive Maps; Participatory Modeling; Interpretable Neural Models; Recurrent Neural Networks; Me
版次1
doihttps://doi.org/10.1007/978-3-031-48963-1
isbn_softcover978-3-031-48965-5
isbn_ebook978-3-031-48963-1
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
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