… 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. …

… 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 …

… verbal autopsies due to their simplicity and transparency. However, in literature complex
machine learning … application of machine learning techniques in verbal autopsy to determine …

… 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 …

… 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 …

… 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 (CCVA) algorithms are commonly used to determine the cause of death (CoD)
from questionnaire responses extracted from verbal autopsies (… Coded Verbal Autopsy (…

… 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, …

… 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. …

… 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 …