2 papers
cs.LG2025
Individualised Treatment Effects Estimation with Composite Treatments and Composite Outcomes
Vinod Kumar Chauhan, Lei Clifton, Gaurav Nigam +1
Estimating individualised treatment effect (ITE) -- that is the causal effect of a set of variables (also called exposures, treatments, actions, policies, or interventions), referr…
cs.LG2025
Sample Selection Bias in Machine Learning for Healthcare
Vinod Kumar Chauhan, Lei Clifton, Achille Salaün +5
While machine learning algorithms hold promise for personalised medicine, their clinical adoption remains limited, partly due to biases that can compromise the reliability of predi…