Learning with Aggregated Data; a Tale of Two Approaches
For many applications in healthcare, econometrics, financial forecasting and climate science, data can only be obtained as aggregates. This begs the question, can one construct accurate models using only aggregates? I will present two vignettes outlining recent work towards an answer. First, consider a sparse linear model learned from IID …