Browsing Bergen Open Research Archive by Author "Barahona, Mauricio"
Now showing items 1-3 of 3
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HyperTraPS: Inferring probabilistic patterns of trait acquisition in evolutionary and disease progression pathways
Greenbury, Sam; Barahona, Mauricio; Johnston, Iain (Peer reviewed; Journal article, 2020)The explosion of data throughout the biomedical sciences provides unprecedented opportunities to learn about the dynamics of evolution and disease progression, but harnessing these large and diverse datasets remains ... -
Precision identification of high-risk phenotypes and progression pathways in severe malaria without requiring longitudinal data
Johnston, Iain George; Hoffmann, Till; Greenbury, Sam; Cominetti, Ornella; Jallow, Muminatou; Kwiatkowski, Dominic; Barahona, Mauricio; Jones, Nick; Casals-Pascual, Climent (Peer reviewed; Journal article, 2019)More than 400,000 deaths from severe malaria (SM) are reported every year, mainly in African children. The diversity of clinical presentations associated with SM indicates important differences in disease pathogenesis that ... -
Understanding learner behaviour in online courses with Bayesian modelling and time series characterisation
Johnston, Iain George; Greenbury, Sam; Peach, Robert; yaliraki, sophia; Lefèvre, David; Barahona, Mauricio (Journal article; Peer reviewed, 2021)The intrinsic temporality of learning demands the adoption of methodologies capable of exploiting time-series information. In this study we leverage the sequence data framework and show how data-driven analysis of temporal ...