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09/21/2022
Shape And Structure Preserving Differential Privacy
It is common for data structures such as images and shapes of 2D objects...
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07/22/2022
Spatially Penalised Registration of Multivariate Functional Data
Registration of multivariate functional data involves handling of both c...
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01/23/2022
Probabilistic Learning of Treatment Trees in Cancer
Accurate identification of synergistic treatment combinations and their ...
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11/03/2021
Differential Privacy Over Riemannian Manifolds
In this work we consider the problem of releasing a differentially priva...
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06/29/2021
Topological Data Analysis through alignment of Persistence Landscapes
Persistence landscapes are functional summaries of persistence diagrams ...
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06/21/2021
Tumor Radiogenomics with Bayesian Layered Variable Selection
We propose a statistical framework to integrate radiological magnetic re...
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04/01/2021
RADIOHEAD: Radiogenomic Analysis Incorporating Tumor Heterogeneity in Imaging Through Densities
Recent technological advancements have enabled detailed investigation of...
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03/01/2021
Tangent functional canonical correlation analysis for densities and shapes, with applications to multimodal imaging data
It is quite common for functional data arising from imaging data to assu...
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10/19/2020
Variograms for spatial functional data with phase variation
Spatial, amplitude and phase variations in spatial functional data are c...
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03/25/2020
A diffusion approach to Stein's method on Riemannian manifolds
We detail an approach to develop Stein's method for bounding integral me...
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12/11/2019
Bayesian Framework for Simultaneous Registration and Estimation of Noisy, Sparse and Fragmented Functional Data
In many applications, smooth processes generate data that is recorded un...
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11/06/2019
