@prefix dcat: <http://www.w3.org/ns/dcat#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix foaf: <http://xmlns.com/foaf/0.1/> .
@prefix vcard: <http://www.w3.org/2006/vcard/ns#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://rec.harvest-normandie.data4citizen.com/dataset/oai-hal-hal-00834994v1> a dcat:Dataset ;
    dct:description """
              We study the stability properties of nonlinear multi-task regression in reproducing Hilbert spaces with operator-valued kernels. Such kernels, a.k.a. multi-task kernels, are appropriate for learning prob- lems with nonscalar outputs like multi-task learning and structured out- put prediction. We show that multi-task kernel regression algorithms are uniformly stable in the general case of infinite-dimensional output spaces. We then derive under mild assumption on the kernel generaliza- tion bounds of such algorithms, and we show their consistency even with non Hilbert-Schmidt operator-valued kernels . We demonstrate how to apply the results to various multi-task kernel regression methods such as vector-valued SVR and functional ridge regression.
            """ ;
    dct:identifier "hal-00834994" ;
    dct:issued "2026-05-10T16:48:19.001059"^^xsd:dateTime ;
    dct:language "en" ;
    dct:modified "2026-05-10T16:48:19.001067"^^xsd:dateTime ;
    dct:publisher <https://rec.harvest-normandie.data4citizen.com/organization/cce9db95-46d9-4dc2-84b6-764215d0a002> ;
    dct:title "Stability of Multi-Task Kernel Regression Algorithms" ;
    dcat:contactPoint [ a vcard:Organization ;
            vcard:fn "CCSD" ] ;
    dcat:distribution <https://rec.harvest-normandie.data4citizen.com/dataset/oai-hal-hal-00834994v1/resource/ad9c7c81-d97d-4377-bac0-f8f2142cfb4c> ;
    dcat:keyword "hilbert-space-valued-rkhs",
        "infoeu-reposemanticsreport",
        "infoinfo-lgcomputer-science-csmachine-learning-cslg",
        "multi-task-kernels",
        "regression-generalization-bounds",
        "reports",
        "uniform-stability" ;
    dcat:landingPage <https://hal.science/hal-00834994> .

<https://rec.harvest-normandie.data4citizen.com/dataset/oai-hal-hal-00834994v1/resource/ad9c7c81-d97d-4377-bac0-f8f2142cfb4c> a dcat:Distribution ;
    dct:format "HTML" ;
    dct:issued "2026-05-10T16:48:19.014703"^^xsd:dateTime ;
    dct:modified "2026-05-10T16:48:18.991996"^^xsd:dateTime ;
    dct:title "Stability of Multi-Task Kernel Regression Algorithms" ;
    dcat:accessURL <https://hal.science/hal-00834994> .

<https://rec.harvest-normandie.data4citizen.com/organization/cce9db95-46d9-4dc2-84b6-764215d0a002> a foaf:Agent ;
    foaf:name "test_moissonnage_selune" .

<https://hal.science/hal-00834994> a foaf:Document .