Search Results for author: Washington Mio

Found 4 papers, 1 papers with code

Towards Quantifying Intrinsic Generalization of Deep ReLU Networks

no code implementations18 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.

The Phylogenetic LASSO and the Microbiome

no code implementations29 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.

Probing the Geometry of Data with Diffusion Fréchet Functions

no code implementations16 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.

The Shape of Data and Probability Measures

1 code implementation15 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.

Clustering

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