A comparative study of machine learning methods for verbal autopsy text classification
… machine learning algorithms, and the effect of feature reduction on the overall performance
accuracy of a machine learning … machine learning approaches to classify Verbal Autopsy text. …
accuracy of a machine learning … machine learning approaches to classify Verbal Autopsy text. …
[HTML][HTML] Automatically determining cause of death from verbal autopsy narratives
… machine learning … by a machine learning system for automated CoD classification. Unlike
the structured questionnaire-based methods, this method can be applied to any verbal autopsy …
the structured questionnaire-based methods, this method can be applied to any verbal autopsy …
Overview of Statistical and Machine Learning techniques for Determining Causes of Death from Verbal Autopsies: A Systematic Literature Review
MT Mapundu, C Kabudula, E Musenge, T Celik - 2020 - researchsquare.com
… verbal autopsies due to their simplicity and transparency. However, in literature complex
machine learning … application of machine learning techniques in verbal autopsy to determine …
machine learning … application of machine learning techniques in verbal autopsy to determine …
[PDF][PDF] A verbal autopsy corpus for machine learning of cause of death
… processing with machine learning approaches to predict causes of death from Verbal Autopsies.
… We demonstrate that the Verbal Autopsy corpus has properties of human language and …
… We demonstrate that the Verbal Autopsy corpus has properties of human language and …
Extracting cause of death from verbal autopsy with deep learning interpretable methods
A Blanco, A Pérez, A Casillas… - IEEE Journal of …, 2020 - ieeexplore.ieee.org
… In what follows we describe the output which, within the supervised machine learning
framework, is the variable that we want to predict, often referred to as ‘class’ or ‘label’ and, in this …
framework, is the variable that we want to predict, often referred to as ‘class’ or ‘label’ and, in this …
[HTML][HTML] Validating hierarchical verbal autopsy expert algorithms in a large data set with known causes of death
… These expert algorithms provide an accessible and systematic mechanism for interpreting
verbal autopsy, on par with more complex machine learning methods that will soon replace …
verbal autopsy, on par with more complex machine learning methods that will soon replace …
[HTML][HTML] Performance evaluation of machine learning and Computer Coded Verbal Autopsy (CCVA) algorithms for cause of death determination: A comparative …
MT Mapundu, CW Kabudula, E Musenge… - Frontiers in Public …, 2022 - frontiersin.org
… Verbal Autopsy (CCVA) algorithms are commonly used to determine the cause of death (CoD)
from questionnaire responses extracted from verbal autopsies (… Coded Verbal Autopsy (…
from questionnaire responses extracted from verbal autopsies (… Coded Verbal Autopsy (…
Using machine learning to fuse verbal autopsy narratives and binary features in the analysis of deaths from hyperglycaemia
… from the application of machine learning techniques and while … would improve the ability
of verbal autopsy reports to predict a … The machine learning techniques of logistic regression, …
of verbal autopsy reports to predict a … The machine learning techniques of logistic regression, …
Verbal autopsy models in determining causes of death
… These databases contain rich publications on the areas of VA, Machine Learning and
CoDs. The search was limited to English language articles published between 2010 and 2020. …
CoDs. The search was limited to English language articles published between 2010 and 2020. …
[HTML][HTML] Random forests for verbal autopsy analysis: multisite validation study using clinical diagnostic gold standards
AD Flaxman, A Vahdatpour, S Green, SL James… - Population health …, 2011 - Springer
… The machine learning technique described in this paper will be released as free open
source software, both as stand-alone software to run on a PC and also as an application for …
source software, both as stand-alone software to run on a PC and also as an application for …
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