We discuss the problem of testing hypotheses on functional data defined on manifold domain. Aim of this work is to test hypotheses locally, i.e., to provide a p-value function (p) over tilde (s) that can be used to test a null hypothesis against an alternative one on every point of the manifold. In the following we present three methods to do so: an adjusted e-value function controlling the functional false discovery rate; an adjusted p-value function controlling the ball-wise error rate; an adjusted e-value function that is ball-wise e-valid.

Olsen, N., Pini, A., Vantini, S., Local Null Hypothesis Significance Testing on Riemaniann Manifolds, in G. Aneiros, E. G. B. A. G. M. H. (ed.), New Trends in Functional Statistics and Related Fields, SPRINGER INTERNATIONAL PUBLISHING AG, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND 2025: <<CONTRIBUTIONS TO STATISTICS>>, 319- 325. 10.1007/978-3-031-92383-8_39 [https://hdl.handle.net/10807/327539]

Local Null Hypothesis Significance Testing on Riemaniann Manifolds

Pini, Alessia
;
2025

Abstract

We discuss the problem of testing hypotheses on functional data defined on manifold domain. Aim of this work is to test hypotheses locally, i.e., to provide a p-value function (p) over tilde (s) that can be used to test a null hypothesis against an alternative one on every point of the manifold. In the following we present three methods to do so: an adjusted e-value function controlling the functional false discovery rate; an adjusted p-value function controlling the ball-wise error rate; an adjusted e-value function that is ball-wise e-valid.
2025
Inglese
New Trends in Functional Statistics and Related Fields
9783031923821
9783031923838
SPRINGER INTERNATIONAL PUBLISHING AG
Olsen, N., Pini, A., Vantini, S., Local Null Hypothesis Significance Testing on Riemaniann Manifolds, in G. Aneiros, E. G. B. A. G. M. H. (ed.), New Trends in Functional Statistics and Related Fields, SPRINGER INTERNATIONAL PUBLISHING AG, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND 2025: <<CONTRIBUTIONS TO STATISTICS>>, 319- 325. 10.1007/978-3-031-92383-8_39 [https://hdl.handle.net/10807/327539]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/327539
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