no code implementations • 18 Oct 2019 • Shaeke Salman, Canlin Zhang, Xiuwen Liu, Washington Mio
We show that the generalization intervals of a ReLU network behave similarly along pairwise directions between samples of the same label in both real and random cases on the MNIST and CIFAR-10 datasets.
no code implementations • 29 Jul 2016 • Stephen T Rush, Christine H. Lee, Washington Mio, Peter T. Kim
Scientific investigations that incorporate next generation sequencing involve analyses of high-dimensional data where the need to organize, collate and interpret the outcomes are pressingly important.
no code implementations • 16 May 2016 • Diego Hernán Díaz Martínez, Christine H. Lee, Peter T. Kim, Washington Mio
Many complex ecosystems, such as those formed by multiple microbial taxa, involve intricate interactions amongst various sub-communities.
1 code implementation • 15 Sep 2015 • Diego Hernán Díaz Martínez, Facundo Mémoli, Washington Mio
We introduce the notion of multiscale covariance tensor fields (CTF) associated with Euclidean random variables as a gateway to the shape of their distributions.