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Modeling and Simulating Complex Business Perceptions
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Modeling and Simulating Complex Business Perceptions : Using Graphical Models and Fuzzy Cognitive Maps

2021 ed.

Book Details

Format Paperback / Softback
ISBN-10 303081498X
ISBN-13 9783030814984
Edition 2021 ed.
Publisher Springer Nature Switzerland AG
Imprint Springer Nature Switzerland AG
Country of Manufacture GB
Country of Publication GB
Publication Date Nov 7th, 2022
Print length 154 Pages
Ksh 19,800.00
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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.
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.

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