Learning from Biased and Costly Data Sources: Minimax-optimal Data Collection under a Budget

Michael O. Harding, Vikas Singh, Kirthevasan Kandasamy

Data collection is a critical component of modern statistical and machine learning pipelines, particularly when data must be gathered from multiple heterogeneous sources to study a…