Patient Specific Predictions in the Intensive Care Unit Using a Bayesian Ensemble

Patient Specific Predictions in the Intensive Care Unit Using a Bayesian Ensemble

An intensive care unit mortality prediction model for the PhysioNet/Computing in Cardiology Challenge 2012 using a novel Bayesian ensemble learning algorithm is described. Methods: Data pre-processing was automatically performed based upon domain knowledge to remove artefacts and erroneous recording...

Full description

Bibliographic Details
Main Authors:	Johnson, A, Dunkley, N, Mayaud, L, Tsanas, A, Kramer, A, Clifford, G
Format:	Journal article
Language:	English
Published:	2012

Similar Items

Intensive Care Unit Mortality Prediction: An Improved Patient-Specific Stacking Ensemble Model
by: Nora El-Rashidy, et al.
Published: (2020-01-01)

Predicting Agitation-Sedation Levels in Intensive Care Unit Patients: Development of an Ensemble Model
by: Pei-Yu Dai, et al.
Published: (2025-02-01)

Real-time mortality prediction in the Intensive Care Unit
by: Johnson, Alistair Edward William, et al.
Published: (2019)

Fusing continuous-valued medical labels using a Bayesian Model
by: Zhu, T, et al.
Published: (2015)

An Application of Bayesian Approach in Modeling Risk of Death in an Intensive Care Unit.
by: Rowena Syn Yin Wong, et al.
Published: (2016-01-01)

A predictive model for the early identification of patients at risk for a prolonged intensive care unit length of stay
by: Zimmerman Jack E, et al.
Published: (2010-05-01)

Feature-ranking-based ensemble classifiers for survivability prediction of intensive care unit patients using lab test data
by: Md. Zahangir Alam, et al.
Published: (2021-01-01)

Predictive models for pressure ulcers from intensive care unit electronic health records using Bayesian networks
by: Pacharmon Kaewprag, et al.
Published: (2017-07-01)

Specific parameters of the thromboelastographic profile of patients with COVID-19 in the intensive care unit
by: A. V. Samorodov, et al.
Published: (2020-12-01)

Two-Step Approach for Occupancy Estimation in Intensive Care Units Based on Bayesian Optimization Techniques
by: José A. González-Nóvoa, et al.
Published: (2023-01-01)

Signal quality and data fusion for false alarm reduction in the intensive care unit
by: Li, Q, et al.
Published: (2012)

Signal quality and data fusion for false alarm reduction in the intensive care unit.
by: Li, Q, et al.
Published: (2012)

Risk prediction models for intensive care unit-acquired weakness in intensive care unit patients: A systematic review.
by: Wei Zhang, et al.
Published: (2021-01-01)

Predictive model for SEPSIS in the intensive care unit.
by: Lavoisier Morais de Medeiros, et al.
Published: (2016-07-01)

Ensemble Modeling with a Bayesian Maximal Information Coefficient-Based Model of Bayesian Predictions on Uncertainty Data
by: Tisinee Surapunt, et al.
Published: (2024-04-01)

Click prediction boosting via Bayesian hyperparameter optimization-based ensemble learning pipelines
by: Çağatay Demirel, et al.
Published: (2023-02-01)

Risk prediction for candidemia in surgical intensive care unit patients
by: Aysegul Ulu Kilic, et al.
Published: (2020-08-01)

Prediction of acute kidney injury in intensive care unit patients
by: Rui-Juan Guo, et al.
Published: (2018-11-01)

Mortality prediction of cirrhotic patients admitted to the Intensive Care Unit
by: Genaro Vazquez-Elizondo, et al.
Published: (2008-01-01)

Characteristics of Patients in Follow-up After the Whipple Procedure in the Intensive Care Unit: Field-specific Intensive Care Experience
by: İlhan Ocak, et al.
Published: (2023-02-01)

Dysphagia in pediatric intensive care unit patients (review)
by: I. A. Lisitsa, et al.
Published: (2023-12-01)

The resilient intensive care unit
by: Jorge I. F. Salluh, et al.
Published: (2022-04-01)

An Ensemble Bayesian Filter for State Estimation
by: Farmer, C
Published: (2012)

K-Dependence Bayesian Classifier Ensemble
by: Zhiyi Duan, et al.
Published: (2017-11-01)

Can the intensivists predict the outcomes of critically ill patients on the appropriateness of intensive care unit admission for limited intensive care unit resources ?
by: SeungYong Park
Published: (2021-11-01)

Predicting intensive care unit patient outcomes through patient similarity
by: Park, Joseph Seung Young.
Published: (2019)

How intense are you? Predicting intensities of emotions and sentiments using stacked ensemble [application notes]
by: Akhtar, M. S., et al.
Published: (2021)

Use of photoplethysmography to predict mortality in intensive care units
by: Kock KS, et al.
Published: (2018-10-01)

Delirium prediction in the intensive care unit: comparison of two delirium prediction models
by: Annelies Wassenaar, et al.
Published: (2018-05-01)

Pediatric Intensive Care Unit Length of Stay Prediction by Machine Learning
by: Hammad A. Ganatra, et al.
Published: (2024-09-01)

Comparison of General and Liver-Specific Prognostic Scores in Their Ability to Predict Mortality in Cirrhotic Patients Admitted to the Intensive Care Unit
by: Pedro Paulo Costa e Silva, et al.
Published: (2021-01-01)

Neonatal intensive care unit-specific screening criteria for retinopathy of prematurity
by: Yu-Hung Lai, et al.
Published: (2012-11-01)

Adaptive Modeling for Rainfall Prediction Using Ensemble Machine Learning and Bayesian Optimization
by: Sudarno, Prabowo Wahyu, et al.
Published: (2022)

RUL Prognostics: Recursive Bayesian Ensemble Prediction with Combining Artificial Degradation Patterns
by: Junhyun Byun, et al.
Published: (2023-11-01)

A Bayesian posterior predictive framework for weighting ensemble regional climate models
by: Y. Fan, et al.
Published: (2017-06-01)

An Ensemble Model for Water Temperature Prediction in Intensive Aquaculture
by: Mingyan Wang, et al.
Published: (2023-01-01)

A Nomogram for Predicting Hospital Mortality in Patients with COVID-19 Admitted to the Intensive Care Unit
by: A. N. Kuzovlev, et al.
Published: (2022-02-01)

Predicting Body Height in a Pediatric Intensive Care Unit Using Ulnar Length
by: Melody A. Rasouli, et al.
Published: (2018-06-01)

Bronchoscopy in Intensive Care Unit
by: L. Fecci, et al.
Published: (2015-12-01)

Positive fluid balance predicts mortality in intensive care unit patients
by: Sulong, Siti Azila
Published: (2014)