Development of a Hybrid Machine Learning Agent Based Model for Optimization and Interpretability

2020 ◽  
pp. 151-160
Author(s):  
Paul Cummings ◽  
Andrew Crooks
Keyword(s):  
Machine Learning ◽  
Agent Based Model ◽  
Agent Based ◽  
Learning Agent ◽  
Hybrid Machine

A Prototype Agent Based Model and Machine Learning Hybrid System for Healthcare Decision Support

2012 ◽  
pp. 230-253 ◽  
Author(s):  
Marek Laskowski
Keyword(s):  
Machine Learning ◽  
Decision Support ◽  
Decision Process ◽  
Patient Flow ◽  
Policy Decision ◽  
Healthcare Policy ◽  
Learning System ◽  
Agent Based Model ◽  
Agent Based ◽  
Markov Decision

Science is on the verge of practical agent based modeling decision support systems capable of machine learning for healthcare policy decision support. The details of integrating an agent based model of a hospital emergency department with a genetic programming machine learning system are presented in this paper. A novel GP heuristic or extension is introduced to better represent the Markov Decision Process that underlies agent decision making in an unknown environment. The capabilities of the resulting prototype for automated hypothesis generation within the context of healthcare policy decision support are demonstrated by automatically generating patient flow and infection spread prevention policies. Finally, some observations are made regarding moving forward from the prototype stage.

Who is unhappy for Brexit? A machine-learning, agent-based study on financial instability

2020 ◽  
Vol 72 ◽  
pp. 101590 ◽  
Author(s):  
Stathis Polyzos ◽  
Aristeidis Samitas ◽  
Marina-Selini Katsaiti
Keyword(s):  
Machine Learning ◽  
Financial Instability ◽  
Agent Based ◽  
Learning Agent

scholarly journals Agent-based model calibration using machine learning surrogates

2018 ◽  
Vol 90 ◽  
pp. 366-389 ◽  
Author(s):  
Francesco Lamperti ◽  
Andrea Roventini ◽  
Amir Sani
Keyword(s):  
Machine Learning ◽  
Model Calibration ◽  
Agent Based Model ◽  
Agent Based
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