44 citations · 56 across the 3 of their papers we have counts for
3 papers
cs.LG2012★ 44 cited
The Big Data Bootstrap
Ariel Kleiner, Ameet Talwalkar, Purnamrita Sarkar +1
The bootstrap provides a simple and powerful means of assessing the quality of estimators. However, in settings involving large datasets, the computation of bootstrap-based quantit…
stat.ML2010
On the Estimation of Coherence
Mehryar Mohri, Ameet Talwalkar
Low-rank matrix approximations are often used to help scale standard machine learning algorithms to large-scale problems. Recently, matrix coherence has been used to characterize t…
cs.AI2010★ 12 cited
Matrix Coherence and the Nystrom Method
Ameet Talwalkar, Afshin Rostamizadeh
The Nystrom method is an efficient technique to speed up large-scale learning applications by generating low-rank approximations. Crucial to the performance of this technique is th…