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07/11/2023
Optimizing Feature Extraction for Symbolic Music
This paper presents a comprehensive investigation of existing feature ex...
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04/10/2023
Testing for linearity in scalar-on-function regression with responses missing at random
We construct a goodness-of-fit test for the Functional Linear Model with...
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04/10/2023
On new omnibus tests of uniformity on the hypersphere
Two new omnibus tests of uniformity for data on the hypersphere are prop...
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12/21/2022
Toroidal PCA via density ridges
Principal Component Analysis (PCA) is a well-known linear dimension-redu...
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12/03/2021
Data-driven stabilizations of goodness-of-fit tests
Exact null distributions of goodness-of-fit test statistics are generall...
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10/10/2021
Scaled torus principal component analysis
A particularly challenging context for dimensionality reduction is multi...
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08/23/2021
On the power of Sobolev tests for isotropy under local rotationally symmetric alternatives
We consider one of the most classical problems in multivariate statistic...
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05/27/2021
A review of goodness-of-fit tests for models involving functional data
A sizable amount of goodness-of-fit tests involving functional data have...
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04/29/2021
Nonparametric tests of independence for circular data based on trigonometric moments
We introduce nonparametric tests of independence for bivariate circular ...
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08/25/2020
A Cramér-von Mises test of uniformity on the hypersphere
Testing uniformity of a sample supported on the hypersphere is one of th...
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08/22/2020
On a projection-based class of uniformity tests on the hypersphere
We propose a projection-based class of uniformity tests on the hypersphe...
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08/22/2020
Goodness-of-fit tests for functional linear models based on integrated projections
Functional linear models are one of the most fundamental tools to assess...
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05/14/2020
Recent advances in directional statistics
Mainstream statistical methodology is generally applicable to data obser...
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09/17/2019
A goodness-of-fit test for the functional linear model with functional response
The Functional Linear Model with Functional Response (FLMFR) is one of t...
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04/01/2018
An overview of uniformity tests on the hypersphere
When modeling directional data, that is, unit-norm multivariate vectors,...
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04/01/2018
Toroidal diffusions and protein structure evolution
This chapter shows how toroidal diffusions are convenient methodological...
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04/01/2018
Smoothing-based tests with directional random variables
Testing procedures for assessing specific parametric model forms, or for...
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06/15/2017