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Modeling and Simulating Complex Business Perceptions

Name: Modeling and Simulating Complex Business Perceptions
Brand: Springer, Berlin
SKU: 41908160
Price: 125.99 EUR
Availability: InStock
Author: Zoumpolia Dikopoulou
ISBN: 9783030814984

Using Graphical Models and Fuzzy Cognitive Maps

Zoumpolia Dikopoulou

Language

English

Book Paperback

Libristo code: 41908160

Publishers Springer, Berlin, November 2021

Fuzzy cognitive maps (FCMs) have gained popularity in the scientific community due to their capabili... Full description

Libristo code: 41908160

306 b

125.99 €

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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. 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.