7 citations · 17 across the 21 of their papers we have counts for
3 papers · 1 filter
Targeted VAE: Variational and Targeted Learning for Causal Inference
Matthew James Vowels, Necati Cihan Camgoz, Richard Bowden
Undertaking causal inference with observational data is incredibly useful across a wide range of tasks including the development of medical treatments, advertisements and marketing…
Misspecification and Unreliable Interpretations in Psychology and Social Science
Matthew J. Vowels
The replicability crisis has drawn attention to numerous weaknesses in psychology and social science research practice. In this work we focus on three issues that cannot be address…
NestedVAE: Isolating Common Factors via Weak Supervision
Matthew J. Vowels, Necati Cihan Camgoz, Richard Bowden
Fair and unbiased machine learning is an important and active field of research, as decision processes are increasingly driven by models that learn from data. Unfortunately, any bi…