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20132020
most citedComparing Stochastic Differential Equations and Agent-Based Modelling and Simulation for Early-stage Cancer

74 citations · 118 across the 15 of their papers we have counts for

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Showing 2014Show all

6 papers · 1 filter

cs.CE2014

Attributes for Causal Inference in Longitudinal Observational Databases

Jenna Reps, Jonathan M. Garibaldi, Uwe Aickelin +3

The pharmaceutical industry is plagued by the problem of side effects that can occur anytime a prescribed medication is ingested. There has been a recent interest in using the vast…

cs.LG2014

Tuning a Multiple Classifier System for Side Effect Discovery using Genetic Algorithms

Jenna M. Reps, Uwe Aickelin, Jonathan M. Garibaldi

In previous work, a novel supervised framework implementing a binary classifier was presented that obtained excellent results for side effect discovery. Interestingly, unique side…

cs.LG2014

Signalling Paediatric Side Effects using an Ensemble of Simple Study Designs

Jenna M. Reps, Jonathan M. Garibaldi, Uwe Aickelin +3

Background: Children are frequently prescribed medication off-label, meaning there has not been sufficient testing of the medication to determine its safety or effectiveness. The m…

cs.LG2014

A Novel Semi-Supervised Algorithm for Rare Prescription Side Effect Discovery

Jenna Reps, Jonathan M. Garibaldi, Uwe Aickelin +3

Drugs are frequently prescribed to patients with the aim of improving each patient's medical state, but an unfortunate consequence of most prescription drugs is the occurrence of u…

cs.MA2014★ 74 cited

Comparing Stochastic Differential Equations and Agent-Based Modelling and Simulation for Early-stage Cancer

Grazziela P Figueredo, Peer-Olaf Siebers, Markus R Owen +2

There is great potential to be explored regarding the use of agent-based modelling and simulation as an alternative paradigm to investigate early-stage cancer interactions with the…

cs.LG2014

Comparison of algorithms that detect drug side effects using electronic healthcare databases

Jenna Reps, Jonathan M. Garibaldi, Uwe Aickelin +3

The electronic healthcare databases are starting to become more readily available and are thought to have excellent potential for generating adverse drug reaction signals. The Heal…