Search Results for author: Danny Perez

Found 3 papers, 1 papers with code

Misspecification uncertainties in near-deterministic regression

no code implementations2 Feb 2024 Thomas D Swinburne, Danny Perez

The expected loss is an upper bound to the model generalization error which admits robust PAC-Bayes bounds for learning.

regression

Improving Estimation of the Koopman Operator with Kolmogorov-Smirnov Indicator Functions

1 code implementation9 Jun 2023 Van A. Ngo, Yen Ting Lin, Danny Perez

It has become common to perform kinetic analysis using approximate Koopman operators that transforms high-dimensional time series of observables into ranked dynamical modes.

Time Series

Regression-based projection for learning Mori-Zwanzig operators

no code implementations10 May 2022 Yen Ting Lin, Yifeng Tian, Danny Perez, Daniel Livescu

We propose to adopt statistical regression as the projection operator to enable data-driven learning of the operators in the Mori--Zwanzig formalism.

regression

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