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Modeling and Simulating Complex Business Perceptions

Using Graphical Models and Fuzzy Cognitive Maps
BuchKartoniert, Paperback
154 Seiten
Englisch
Springererschienen am07.11.20221st ed. 2021
Fuzzy cognitive maps (FCMs) have gained popularity in the scientific community due to their capabilities in modeling and decision making for complex problems.This book presents a novel algorithm called glassoFCM to enable automatic learning of FCM models from data.mehr
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EUR139,09
BuchKartoniert, Paperback
EUR139,09
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Produkt

KlappentextFuzzy cognitive maps (FCMs) have gained popularity in the scientific community due to their capabilities in modeling and decision making for complex problems.This book presents a novel algorithm called glassoFCM to enable automatic learning of FCM models from data.
Details
ISBN/GTIN978-3-030-81498-4
ProduktartBuch
EinbandartKartoniert, Paperback
Verlag
Erscheinungsjahr2022
Erscheinungsdatum07.11.2022
Auflage1st ed. 2021
Seiten154 Seiten
SpracheEnglisch
IllustrationenXXV, 154 p. 45 illus., 44 illus. in color.
Artikel-Nr.51194455
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Inhalt/Kritik

Inhaltsverzeichnis
Chapter 1. Introduction.- Chapter 2. Data Analysis.- Chapter 3. Fuzzy Cognitive Maps.- Chapter 4. Data Modeling.- Chapter 5. Network analysis, accuracy and stability of the job-satisfaction structures.- Chapter 6. The proposed data-driven glassoFCM method.- Chapter 7. Thesis Conclusions.mehr

Schlagworte

Autor

Dr. Zoumpolia Dikopoulou received the MSc degree in Computer Science from Ionian University, Corfu, Greece and was awarded with the academic degree of Doctor of Sciences: Computer Science from Hasselt University, Belgium. She is the author and co-author of scientific published papers, books and book chapters. In addition, she is a developer of the 'fcm' package in the R programming language. She has research experience working at various national and European projects and she currently works as a Senior data analyst at the AiDEAS company, Talin, Esthonia under the H2020 EU project. Finally, her research interests are focused on probabilistic graphical models, machine learning, graph theory, fuzzy cognitive maps, decision support systems and aggregation methods.
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Dikopoulou, Zoumpolia