Prediction of acute hypotensive episodes by means of neural network multi-models

T Rocha, S Paredes, P De Carvalho… - Computers in biology and …, 2011 - Elsevier
This work proposes the application of neural network multi-models to the prediction of
adverse acute hypotensive episodes (AHE) occurring in intensive care units (ICU). A generic …

Framing machine learning opportunities for hypotension prediction in perioperative care: a socio-technical perspective: Socio-technical perspectives on hypotension …

P Ghosh, KL Posner, SL Hyland, W Van Cleve… - ACM Transactions on …, 2023 - dl.acm.org
Hypotension during perioperative care, if undetected or uncontrolled, can lead to serious
clinical complications. Predictive machine learning models, based on routinely collected …

A novel classification method for predicting acute hypotensive episodes in critical care

S Bhattacharya, V Rajan, V Huddar - … of the 5th ACM Conference on …, 2014 - dl.acm.org
An Acute Hypotensive Episode (AHE) is the sudden onset of a period of sustained low blood
pressure and is one of the most critical conditions in Intensive Care Units (ICU). Without …

Wavelet based time series forecast with application to acute hypotensive episodes prediction

T Rocha, S Paredes, P Carvalho… - … Conference of the …, 2010 - ieeexplore.ieee.org
This paper presents a generic methodology for time series prediction, based on a wavelet
decomposition/reconstruction technique, together with a feedforward neural networks …

A dual boundary classifier for predicting acute hypotensive episodes in critical care

S Bhattacharya, V Huddar, V Rajan, CK Reddy - PloS one, 2018 - journals.plos.org
An Acute Hypotensive Episode (AHE) is the sudden onset of a sustained period of low blood
pressure and is one among the most critical conditions in Intensive Care Units (ICU). Without …

Study on predicting method for acute hypotensive episodes based on wavelet transform and support vector machine

Z Wang, L Lai, D Xiong, X Wu - 2010 3rd International …, 2010 - ieeexplore.ieee.org
The occurrence of acute hypotensive episodes (AHE) in intensive care units (ICU) seriously
endanger the lives of patients, and are depended mainly on the expert experience of doctors …

Prediction of acute hypotensive episodes using random forest based on genetic programming

Z Fan, Y Zuo, D Jiang, X Cai - 2015 IEEE Congress on …, 2015 - ieeexplore.ieee.org
At Intensive Care Unit (ICU), acute hypotensive episode (AHE) can cause serious
consequences. It can make the organs broken, or even the patient dead. Generally AHE is …

A method for prediction of acute hypotensive episodes in ICU via PSO and K-means

H Sun, S Sun, Y Wu, M Yan… - 2013 Sixth International …, 2013 - ieeexplore.ieee.org
At present many hospitals have to deal with the patient's care and nursing for Acute
Hypotensive Episodes (AHE) in the Intensive Care Unit (ICU). But the prediction of clinical …

[PDF][PDF] Forecasting from Physiological Time Series Through Supervised Learning

S Masum - 2019 - researchgate.net
Time series analysis of physiological data could potentially help healthcare professionals in
decision making and intervening dangerous clinical events. Time series analysis of …

BP 神经网络在急性低血压发生预测模型中的应用

吴剑波, 赖丽娟, 李宁山, 吴效明 - 中国组织工程研究, 2011 - cjter.com
背景: ICU 监护中术后急性低血压并发症的发生严重威胁着患者的生命安全,
目前临床上主要依靠医生的经验进行预见性判断. 目的: 为实现急性低血压发生的自动检测和 …