Specific algorithms have hyperparameters that control the shape of their search. For example, a Random Forest Classifier has hyperparameters for minimum samples per leaf, max depth, minimum ...

The overarching goal of randomized algorithms research, under this Funding Opportunity Announcement (FOA), is to find scalable ways to sample, organize, search, or analyze very large data streams, ...