13 citations · 39 across the 4 of their papers we have counts for
4 papers
Bayesian Adaptive Data Analysis Guarantees from Subgaussianity
Sam Elder
The new field of adaptive data analysis seeks to provide algorithms and provable guarantees for models of machine learning that allow researchers to reuse their data, which normall…
Challenges in Bayesian Adaptive Data Analysis
Sam Elder
Traditional statistical analysis requires that the analysis process and data are independent. By contrast, the new field of adaptive data analysis hopes to understand and provide a…
Dimensionality Reduction for k-Means Clustering and Low Rank Approximation
Michael B. Cohen, Sam Elder, Cameron Musco +2
We show how to approximate a data matrix with a much smaller sketch that can be used to solve a general class of constrained k-rank approximation p…
Flat Cyclotomic Polynomials: A New Approach
Sam Elder
We build a new theory for analyzing the coefficients of any cyclotomic polynomial by considering it as a gcd of simpler polynomials. Using this theory, we generalize a result known…