Publications
PhD Thesis
Nonparametric clustering for spatio-temporal data (2019), theses.gla.ac.uk/40957/
Published
A. Venkatasubramaniam, B. Koch, L. Erickson, S. French, D. Vock and J. Wolfson (2021), "Assessing effect heterogeneity of a randomized treatment using conditional inference trees", Statistical Methods in Medical Research, (Accepted).
J. Wolfson and A. Venkatasubramaniam (2018), "Branching Out: Applications of Decision Trees in Epidemiology", Invited, Current Epidemiology Reports.
A. Venkatasubramaniam, J. Wolfson, N. Mitchell, T. Barnes, M. Jaka, S. French (2017), "Decision Trees in Epidemiological Research", Emerging themes in Epidemiology.
R. Bora, S. Akhtar, A. Venkatasubramaniam, J. Wolfson, R. Rao (2015), "Effect of 40-cm segment umbilical cord milking on hemoglobin and serum ferritin at six months of age in full term infants of anemic and non-anemic mothers", Journal of Perinatology.
On arXiv
A. Venkatasubramaniam and J. Wolfson (2021), "visTree: Visualization for conditional inference tree".
In Preparation/Under Review
A. Venkatasubramaniam, J. Dennis, S. Vollmer, B. Mateen and B. Shields (2021+), "A forest-based analysis study for evaluating treatment effect heterogeneity in Type 2 diabetes patients".
K. Diaz-Ordaz, R. Sonabend, A. Venkatasubramaniam and C. Harbron, (2021+), "Adding Value to Prediction models for Cancer Survival: the case for genomics data and machine learning methods ".
A. Gouwy, S. Vollmer, B. Mateen, A. Venkatasubramaniam, J. Bowden and J. Dennis (2021+): "The effect of age on 30-day mortality after admission to critical care with COVID-19 for patients with Type 2 diabetes".