JETIREXPLORE- Search Thousands of research papers



Published in:

Volume 7 Issue 3
March-2020
eISSN: 2349-5162

Unique Identifier

JETIR2003109

Page Number

700-702

Share This Article


Title

Classification and Prediction For Hospital Admissions Through Emergency Department

ISSN

2349-5162

Cite This Article

"Classification and Prediction For Hospital Admissions Through Emergency Department", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.7, Issue 3, page no.700-702, March-2020, Available :http://www.jetir.org/papers/JETIR2003109.pdf

Abstract

Crowding within Emergency Departments (EDs) can have serious negative effects on patients. EDs need to explore the use of novel approaches to improve patient experience and reduce overcrowding. One possible approach is the use of data mining to predict ED admissions using machine learning techniques. We use two algorithms to build the predictive models: Logistic Regression and Random Forests. Drawing on logistic Regression, we identify several factors related to hospital admissions including hospital site, age, arrival mode, care group, previous admission in the past month and previous admission in the past year. Practical implementation of the models produced in this study would provide a snapshot of predicted admissions from an emergency department at a given time, allowing for advance planning of resources, and inpatient movement to prevent bottlenecks, as well as analysis of the predicted and actual admission rates When interpretability and key consideration, EDs should consider adopting logical regression models, although GBMs will be useful for giving an accuracy amount.

Key Words

Emergency Department, triage, GBM, hospital admissions.

Cite This Article

"Classification and Prediction For Hospital Admissions Through Emergency Department", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.7, Issue 3, page no. pp700-702, March-2020, Available at : http://www.jetir.org/papers/JETIR2003109.pdf

Publication Details

Published Paper ID: JETIR2003109
Registration ID: 229585
Published In: Volume 7 | Issue 3 | Year March-2020
DOI (Digital Object Identifier):
Page No: 700-702
ISSN Number: 2349-5162

Download Paper

Preview Article

Download Paper




Cite This Article

"Classification and Prediction For Hospital Admissions Through Emergency Department", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.7, Issue 3, page no. pp700-702, March-2020, Available at : http://www.jetir.org/papers/JETIR2003109.pdf




Preview This Article


Downlaod

Click here for Article Preview

Download PDF

Downloads

00073

Print This Page

Current Call For Paper