490 citations · 3.5k across the 123 of their papers we have counts for
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cs.LG2020★ 7 cited
PLLay: Efficient Topological Layer based on Persistence Landscapes
Kwangho Kim, Jisu Kim, Manzil Zaheer +3
We propose PLLay, a novel topological layer for general deep learning models based on persistence landscapes, in which we can efficiently exploit the underlying topological feature…
cs.LG2016★ 11 cited
Classification accuracy as a proxy for two sample testing
Ilmun Kim, Aaditya Ramdas, Aarti Singh +1
When data analysts train a classifier and check if its accuracy is significantly different from chance, they are implicitly performing a two-sample test. We investigate the statist…
cs.LG2013★ 1 cited
Iterative Markov Chain Monte Carlo Computation of Reference Priors and Minimax Risk
John Lafferty, Larry A. Wasserman
We present an iterative Markov chainMonte Carlo algorithm for computingreference priors and minimax risk forgeneral parametric families. Ourapproach uses MCMC techniques based onth…