queueing estimation insights from 200 papers applied to ... · queueing estimation insights from...
TRANSCRIPT
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Queueing estimation insights from 200 papers applied to 200,000
patient journey observations.
Yoni Nazarathy, INFORMS-APS, 2017.
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+ July 5, Applied^2 Prob
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Sunshine Coast Hospital and Health Service
• About 50K patients arrivals per year emergency/elective • 4 years of patient journey data • Ethics approval • Questions: Transitions from an old main hospital to new • Related work:
• Hospitals in Adelaide, South Australia • Data driven discrete event simulation:
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TODAY: NO PATIENTS - ONLY PAPERS
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1950 1960 1970 1980 1990 2000 2010 2020
Number of Papers per year 1955 - 2016
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Induced Values
Model Primatives
Parameters ?
State ?
Observations
Model
Control
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What do you want to do?• Control • Design • Predict • Probe • Assume Customers Don’t Interact • Use Queue Inference Engine • Consider Likelihood • Be Bayesian • Solve an Inverse Problem • Handle Discrete Sampling • Use Queueing Fundamentals • Mine
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Control
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Design
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Predict
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Probe
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Assume Customers Don’t Interact
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Use Queue Inference Engine
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Consider Likelihood
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Be Bayesian
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Solve an Inverse Problem
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Handle Discrete Sampling
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Use Queueing Fundamentals
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Mine
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Thank You