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Modeling and Simulating Complex Business Perceptions - Using Graphical Models and Fuzzy Cognitive Maps (Hardcover, 1st ed.... Modeling and Simulating Complex Business Perceptions - Using Graphical Models and Fuzzy Cognitive Maps (Hardcover, 1st ed. 2021)
Zoumpolia Dikopoulou
R3,597 Discovery Miles 35 970 Ships in 10 - 15 working days

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.

Modeling and Simulating Complex Business Perceptions - Using Graphical Models and Fuzzy Cognitive Maps (Paperback, 1st ed.... Modeling and Simulating Complex Business Perceptions - Using Graphical Models and Fuzzy Cognitive Maps (Paperback, 1st ed. 2021)
Zoumpolia Dikopoulou
R3,565 Discovery Miles 35 650 Ships in 10 - 15 working days

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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