Some results on statistics and functional data analysis
This paper presents some recent results on regression and classification in Functional Data Analysis setting. The first work decated to Multiple kernel SVM for classifying functional data in Sobolev spaces focus on optimization of the information from each derivatives of the original functions, the...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
EDP Sciences
2023-11-01
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| Series: | ESAIM: Proceedings and Surveys |
| Online Access: | https://www.esaim-proc.org/articles/proc/pdf/2023/03/proc230801.pdf |
| _version_ | 1797343810993258496 |
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| author | Dabo-Niang Sophie Ah-Pine Julien Llop Pamela Yao Anne-Francoise |
| author_facet | Dabo-Niang Sophie Ah-Pine Julien Llop Pamela Yao Anne-Francoise |
| author_sort | Dabo-Niang Sophie |
| collection | DOAJ |
| description | This paper presents some recent results on regression and classification in Functional Data Analysis setting. The first work decated to Multiple kernel SVM for classifying functional data in Sobolev spaces focus on optimization of the information from each derivatives of the original functions, the second work devoted to An input/output-based aggregation rule for functional data classification when the last is interested with the problem of regression if the functional data lives in a finite dimensionnal submanifold. |
| first_indexed | 2024-03-08T10:53:12Z |
| format | Article |
| id | doaj.art-3b58df02c4bb42f58a780898cfafb424 |
| institution | Directory Open Access Journal |
| issn | 2267-3059 |
| language | English |
| last_indexed | 2024-03-08T10:53:12Z |
| publishDate | 2023-11-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | ESAIM: Proceedings and Surveys |
| spelling | doaj.art-3b58df02c4bb42f58a780898cfafb4242024-01-26T16:41:54ZengEDP SciencesESAIM: Proceedings and Surveys2267-30592023-11-017421810.1051/proc/202374002proc230801Some results on statistics and functional data analysisDabo-Niang Sophie0Ah-Pine Julien1Llop Pamela2Yao Anne-Francoise3Université de Lille, Laboratoire Painleve, UMR 8524Université de Lyon, Lyon 2, ERIC UR 3083 & Université Clermont Auvergne, LMBP-CMRS, UMR 6620 & Université Clermont Auvergne, CERDI-CNRS-IRD, UMR 6587Facultad de Ingeniería Química - Universidad Nacional del Litoral (UNL) and CONICETUniversité Clermont Auvergne, LMBP-CMRS, UMR 6620This paper presents some recent results on regression and classification in Functional Data Analysis setting. The first work decated to Multiple kernel SVM for classifying functional data in Sobolev spaces focus on optimization of the information from each derivatives of the original functions, the second work devoted to An input/output-based aggregation rule for functional data classification when the last is interested with the problem of regression if the functional data lives in a finite dimensionnal submanifold.https://www.esaim-proc.org/articles/proc/pdf/2023/03/proc230801.pdf |
| spellingShingle | Dabo-Niang Sophie Ah-Pine Julien Llop Pamela Yao Anne-Francoise Some results on statistics and functional data analysis ESAIM: Proceedings and Surveys |
| title | Some results on statistics and functional data analysis |
| title_full | Some results on statistics and functional data analysis |
| title_fullStr | Some results on statistics and functional data analysis |
| title_full_unstemmed | Some results on statistics and functional data analysis |
| title_short | Some results on statistics and functional data analysis |
| title_sort | some results on statistics and functional data analysis |
| url | https://www.esaim-proc.org/articles/proc/pdf/2023/03/proc230801.pdf |
| work_keys_str_mv | AT daboniangsophie someresultsonstatisticsandfunctionaldataanalysis AT ahpinejulien someresultsonstatisticsandfunctionaldataanalysis AT lloppamela someresultsonstatisticsandfunctionaldataanalysis AT yaoannefrancoise someresultsonstatisticsandfunctionaldataanalysis |