dc.creator | Boente Boente, Graciela Lina | |
dc.creator | Kudraszow, Nadia Laura | |
dc.date.accessioned | 2022-08-05T19:14:01Z | |
dc.date.accessioned | 2022-10-15T14:43:56Z | |
dc.date.available | 2022-08-05T19:14:01Z | |
dc.date.available | 2022-10-15T14:43:56Z | |
dc.date.created | 2022-08-05T19:14:01Z | |
dc.date.issued | 2021-09 | |
dc.identifier | Boente Boente, Graciela Lina; Kudraszow, Nadia Laura; Robust smoothed canonical correlation analysis for functional data; Statistica Sinica; Statistica Sinica; 32; 9-2021; 1-32 | |
dc.identifier | 1017-0405 | |
dc.identifier | http://hdl.handle.net/11336/164435 | |
dc.identifier | CONICET Digital | |
dc.identifier | CONICET | |
dc.identifier.uri | https://repositorioslatinoamericanos.uchile.cl/handle/2250/4398264 | |
dc.description.abstract | This paper provides robust estimators for the first canonical correlation anddirections of random elements on Hilbert separable spaces by using robust association andscale measures combined with basis expansion and/or penalizations as a regularizationtool. Under regularity conditions, the resulting estimators are consistent. The finitesample performance of our proposal is illustrated through a simulation study that showsthat, as expected, the robust method outperforms the existing classical procedure whenthe data are contaminated. A real data example is also presented. | |
dc.language | eng | |
dc.publisher | Statistica Sinica | |
dc.relation | info:eu-repo/semantics/altIdentifier/doi/http://dx.doi.org/10.5705/ss.202020.0084 | |
dc.relation | info:eu-repo/semantics/altIdentifier/url/https://arxiv.org/abs/2011.10576 | |
dc.rights | https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ | |
dc.rights | info:eu-repo/semantics/openAccess | |
dc.subject | CANONICAL CORRELATION ANALYSIS | |
dc.subject | FUNCTIONAL DATA | |
dc.subject | ROBUSTNESS | |
dc.subject | SMOOTHING | |
dc.title | Robust smoothed canonical correlation analysis for functional data | |
dc.type | info:eu-repo/semantics/article | |
dc.type | info:ar-repo/semantics/artículo | |
dc.type | info:eu-repo/semantics/publishedVersion | |