Modeling and Simulating Complex Business Perceptions

Using Graphical Models and Fuzzy Cognitive Maps

AvZoumpolia Dikopoulou

Inbunden, Engelska, 2021

Del i serien Fuzzy Management Methods

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Beskrivning

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.

Produktinformation

Utgivningsdatum:2021-11-07
Mått:155 x 235 x undefined mm
Format:Inbunden
Språk:Engelska
Serie:Fuzzy Management Methods
Antal sidor:154
Förlag:Springer Nature Switzerland AG
ISBN:9783030814953

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Mer om författaren

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.

Innehållsförteckning

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.