research
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01/19/2022
Stability of Deep Neural Networks via discrete rough paths
Using rough path techniques, we provide a priori estimates for the outpu...
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12/08/2020
Generalized iterated-sums signatures
We explore the algebraic properties of a generalized version of the iter...
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09/17/2020
Tropical time series, iterated-sums signatures and quasisymmetric functions
Driven by the need for principled extraction of features from time serie...
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06/14/2019
Signatures in Shape Analysis: an Efficient Approach to Motion Identification
Signatures provide a succinct description of certain features of paths i...
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06/13/2019