Modeling and Simulating Complex Business Perceptions

Using Graphical Models and Fuzzy Cognitive Maps

Gebonden Engels 2021 9783030814953
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

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.

Specificaties

ISBN13:9783030814953
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer International Publishing

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Inhoudsopgave

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.

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        Modeling and Simulating Complex Business Perceptions