Luis I. Lopera González
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View article: Impact of Digital Contact Tracing on Pandemic Control Analysed with Behaviour-driven Agent-based Modelling
Impact of Digital Contact Tracing on Pandemic Control Analysed with Behaviour-driven Agent-based Modelling Open
We disentangle the efficacy of individual non-pharmaceutical interventions (NPIs), including digital contact tracing (DCT), with a novel behaviour-driven agent-based model (ABM) to inform ongoing pandemic preparedness efforts. Our model's …
View article: Learning to reconstruct signals with inexact sensing operator via knowledge distillation
Learning to reconstruct signals with inexact sensing operator via knowledge distillation Open
In computational optical imaging and wireless communications, signals are acquired through linear coded and noisy projections, which are recovered through computational algorithms. Deep model-based approaches, i.e., neural networks incorpo…
View article: Machine Learning Prediction of Treatment Response to Biological Disease-Modifying Antirheumatic Drugs in Rheumatoid Arthritis
Machine Learning Prediction of Treatment Response to Biological Disease-Modifying Antirheumatic Drugs in Rheumatoid Arthritis Open
Background: Disease-modifying antirheumatic drugs (bDMARDs) have shown efficacy in treating Rheumatoid Arthritis (RA). Predicting treatment outcomes for RA is crucial as approximately 30% of patients do not respond to bDMARDs and only half…
View article: Predicting Anxiety in Routine Palliative Care Using Bayesian-Inspired Association Rule Mining
Predicting Anxiety in Routine Palliative Care Using Bayesian-Inspired Association Rule Mining Open
We propose a novel knowledge extraction method based on Bayesian-inspired association rule mining to classify anxiety in heterogeneous, routinely collected data from 9,924 palliative patients. The method extracts association rules mined us…
View article: Wearables to Fight COVID-19: From Symptom Tracking to Contact Tracing
Wearables to Fight COVID-19: From Symptom Tracking to Contact Tracing Open
The new Coronavirus pandemic has promoted the new development of mobile and wearable computing in unprecedented ways. We discuss how on-body devices can help to fight the pandemic and may stay as a toolset to effectively deal with infectio…
View article: A Bayesian Approach to Rule Mining
A Bayesian Approach to Rule Mining Open
In this paper, we introduce the increasing belief criterion in association rule mining. The criterion uses a recursive application of Bayes' theorem to compute a rule's belief. Extracted rules are required to have their belief increase wit…