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07/11/2022
Stochastic Functional Analysis and Multilevel Vector Field Anomaly Detection
Massive vector field datasets are common in multi-spectral optical and r...
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10/19/2021
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records
Exploration and analysis of massive datasets has recently generated incr...
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10/04/2021
Stochastic functional analysis with applications to robust machine learning
It is well-known that machine learning protocols typically under-utilize...
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06/10/2021
Existence of Strong Solution for the Complexified Non-linear Poisson Boltzmann Equation
We prove the existence and uniqueness of the complexified Nonlinear Pois...
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12/16/2020
Change Detection: A functional analysis perspective
We develop a new approach for detecting changes in the behavior of stoch...
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05/22/2019
Analytic regularity and stochastic collocation of high dimensional Newton iterates
In this paper we introduce concepts from uncertainty quantification (UQ)...
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12/19/2012
