Uri Shaham

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Yale University

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Stochastic Neighbor Embedding separates well-separated clusters

Stochastic Neighbor Embedding and its variants are widely used dimension...
02/09/2017 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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Removal of Batch Effects using Distribution-Matching Residual Networks

Sources of variability in experimentally derived data include measuremen...
10/13/2016 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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DeepSurv: Personalized Treatment Recommender System Using A Cox Proportional Hazards Deep Neural Network

Medical practitioners use survival models to explore and understand the ...
06/02/2016 ∙ by Jared Katzman, et al. ∙ 0 ∙ share

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A Deep Learning Approach to Unsupervised Ensemble Learning

We show how deep learning methods can be applied in the context of crowd...
02/06/2016 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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Common Variable Learning and Invariant Representation Learning using Siamese Neural Networks

We consider the statistical problem of learning common source of variabi...
12/29/2015 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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Understanding Adversarial Training: Increasing Local Stability of Neural Nets through Robust Optimization

We propose a general framework for increasing local stability of Artific...
11/17/2015 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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Provable approximation properties for deep neural networks

We discuss approximation of functions using deep neural nets. Given a fu...
09/24/2015 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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Diffusion Nets

Non-linear manifold learning enables high-dimensional data analysis, but...
06/25/2015 ∙ by Gal Mishne, et al. ∙ 0 ∙ share

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SpectralNet: Spectral Clustering using Deep Neural Networks

Spectral clustering is a leading and popular technique in unsupervised d...
01/04/2018 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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Defending against Adversarial Images using Basis Functions Transformations

We study the effectiveness of various approaches that defend against adv...
03/28/2018 ∙ by Uri Shaham, et al. ∙ 0 ∙ share

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Automated Characterization of Stenosis in Invasive Coronary Angiography Images with Convolutional Neural Networks

The determination of a coronary stenosis and its severity in current cli...
07/19/2018 ∙ by Benjamin Au, et al. ∙ 0 ∙ share

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