1 citations · 1 across the 1 of their papers we have counts for
5 papers
Machine Learning in Population and Public Health
Vishwali Mhasawade, Yuan Zhao, Rumi Chunara
Research in population and public health focuses on the mechanisms between different cultural, social, and environmental factors and their effect on the health, of not just individ…
Fairness Violations and Mitigation under Covariate Shift
Harvineet Singh, Rina Singh, Vishwali Mhasawade +1
We study the problem of learning fair prediction models for unseen test sets distributed differently from the train set. Stability against changes in data distribution is an import…
Population-aware Hierarchical Bayesian Domain Adaptation via Multiple-component Invariant Learning
Vishwali Mhasawade, Nabeel Abdur Rehman, Rumi Chunara
While machine learning is rapidly being developed and deployed in health settings such as influenza prediction, there are critical challenges in using data from one environment in…
Population-aware Hierarchical Bayesian Domain Adaptation
Vishwali Mhasawade, Nabeel Abdur Rehman, Rumi Chunara
Population attributes are essential in health for understanding who the data represents and precision medicine efforts. Even within disease infection labels, patients can exhibit s…
Neural Networks and Quantifier Conservativity: Does Data Distribution Affect Learnability?
Vishwali Mhasawade, Ildikó Emese Szabó, Melanie Tosik +1
All known natural language determiners are conservative. Psycholinguistic experiments indicate that children exhibit a corresponding learnability bias when faced with the task of l…