Modeling and Simulating Complex Business Perceptions - Using Graphical Models and Fuzzy Cognitive Maps (Hardcover, 1st 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. 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.

General

Imprint:	Springer Nature Switzerland AG
Country of origin:	Switzerland
Series:	Fuzzy Management Methods
Release date:	November 2021
First published:	2021
Authors:	Zoumpolia Dikopoulou
Dimensions:	235 x 155mm (L x W)
Format:	Hardcover
Pages:	154
Edition:	1st ed. 2021
ISBN-13:	978-3-03-081495-3
Categories:	Books > Computing & IT > General theory of computing > Mathematical theory of computation Books > Business & Economics > Business & management > Business mathematics & systems > General Books > Science & Mathematics > Mathematics > Applied mathematics > Mathematics for scientists & engineers Books > Science & Mathematics > Mathematics > Applied mathematics > Mathematical modelling Books > Computing & IT > Applications of computing > Databases > Data mining
LSN:	3-03-081495-5
Barcode:	9783030814953

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