Predicting early traumatic brain injury mortality with 1D convolutional neural networks and conventional machine learning techniques

Predicting early traumatic brain injury mortality with 1D convolutional neural networks and conventional machine learning techniques

In this work, we compare the performance of a convolutional network with other conventional machine learning techniques, such as a multilayer perceptron neural network, decision tree, random forest, logistic regression and support vector machine, for predicting 14-day mortality in patients with trau...

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Bibliographic Details
Main Authors: K.A.A. Guimarães, R.L.O. de Amorim, M.G.F. Costa, C.F.F. Costa Filho
Format: Article
Language:English
Published: Elsevier 2022-01-01
Series:Informatics in Medicine Unlocked
Subjects:
Traumatic brain injury
Convolutional neural network
Mortality prediction
Online Access:http://www.sciencedirect.com/science/article/pii/S2352914822001289

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http://www.sciencedirect.com/science/article/pii/S2352914822001289

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