Modeling and Simulating Complex Business Perceptions

£109.50

Modeling and Simulating Complex Business Perceptions

Using Graphical Models and Fuzzy Cognitive Maps

Business mathematics and systems Probability and statistics Mathematical modelling Business applications Data mining Maths for computer scientists Expert systems / knowledge-based systems

Author: Zoumpolia Dikopoulou

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Collection: Fuzzy Management Methods

Language: English

Published by: Springer

Published on: 6th November 2021

Format: LCP-protected ePub

Size: 33 Mb

ISBN: 9783030814960


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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