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Modeling and Simulating Complex Business Perceptions : Using Graphical Models and Fuzzy Cognitive Maps / by Zoumpolia Dikopoulou
(Fuzzy Management Methods. ISSN:21964149)

Publisher (Cham : Springer International Publishing : Imprint: Springer)
Year 2021
Edition 1st ed. 2021.
Authors *Dikopoulou, Zoumpolia author
SpringerLink (Online service)

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OB00162480 Springer Business and Management eBooks (電子ブック) 9783030814960

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Material Type E-Book
Media type 機械可読データファイル
Size XXV, 154 p. 45 illus., 44 illus. in color : online resource
Notes 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
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. Specifically, glassoFCM is a combination of two methods, glasso (a technique originated from machine learning) for data modeling and FCM simulation for decision making. The book outlines that glassoFCM elaborates simple, accurate, and more stable models that are easy to interpret and offer meaningful decisions. The research results presented are based on an investigation related to a real-world business intelligence problem to evaluate characteristics that influence employee work readiness. Finally, this book provides readers with a step-by-step guide of the 'fcm' package to execute and visualize their policies and decisions through the FCM simulation process
HTTP:URL=https://doi.org/10.1007/978-3-030-81496-0
Subjects LCSH:Business information services
LCSH:Computer science—Mathematics
LCSH:Mathematical statistics
LCSH:Data mining
LCSH:Neural networks (Computer science) 
FREE:IT in Business
FREE:Probability and Statistics in Computer Science
FREE:Data Mining and Knowledge Discovery
FREE:Mathematical Models of Cognitive Processes and Neural Networks
Classification LCC:HF54.5-54.56
DC23:658.05
ID 8000077638
ISBN 9783030814960

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