2 papers
stat.ML2020
Robust Similarity and Distance Learning via Decision Forests
Tyler M. Tomita, Joshua T. Vogelstein
Canonical distances such as Euclidean distance often fail to capture the appropriate relationships between items, subsequently leading to subpar inference and prediction. Many algo…
cs.PF2018
Forest Packing: Fast, Parallel Decision Forests
James Browne, Tyler M. Tomita, Disa Mhembere +2
Machine learning has an emerging critical role in high-performance computing to modulate simulations, extract knowledge from massive data, and replace numerical models with efficie…