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Queueing estimation insights from 200 papers applied to 200,000 patient journey observations. Yoni Nazarathy, INFORMS-APS, 2017.

Queueing estimation insights from 200 papers applied to ... · Queueing estimation insights from 200 papers applied to 200,000 patient journey observations. ... background to these

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Page 1: Queueing estimation insights from 200 papers applied to ... · Queueing estimation insights from 200 papers applied to 200,000 patient journey observations. ... background to these

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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0

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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