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Journal of Nonparametric Statistics Volume 31, 2019 - Issue 2
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Articles

Automatic and location-adaptive estimation in functional single-index regression

Silvia NovoDepartamento de Matemáticas, Universidade da Coruña, A Coruña, Spain;Centro de Investigación de Tecnoloxías da Información e da Comunicación (CITIC), A Coruña, FranceCorrespondence[email protected]
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,
Germán AneirosDepartamento de Matemáticas, Universidade da Coruña, A Coruña, Spain;Centro de Investigación de Tecnoloxías da Información e da Comunicación (CITIC), A Coruña, France;Instituto Tecnológico de Matemática Industrial (ITMATI), A Coruña, FranceView further author information
&
Philippe VieuInstitut de Mathématiques, Université Paul Sabatier, Toulouse, FranceView further author information
Pages 364-392 | Received 23 Feb 2018, Accepted 22 Dec 2018, Published online: 18 Jan 2019

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Mustapha Mohammedi, Salim Bouzebda, Ali Laksaci & Oussama Bouanani. (2022) Asymptotic normality of the k-NN single index regression estimator for functional weak dependence data*. Communications in Statistics - Theory and Methods 0:0, pages 1-26.
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Salim Bouzebda & Thouria El-hadjali. (2020) Uniform convergence rate of the kernel regression estimator adaptive to intrinsic dimension in presence of censored data. Journal of Nonparametric Statistics 32:4, pages 864-914.
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Salim Bouzebda & Boutheina Nemouchi. (2020) Uniform consistency and uniform in bandwidth consistency for nonparametric regression estimates and conditional U-statistics involving functional data. Journal of Nonparametric Statistics 32:2, pages 452-509.
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Articles from other publishers (13)

Ouahiba Litimein, Ali Laksaci, Larbi Ait-Hennani, Boubaker Mechab & Mustapha Rachdi. (2023) Asymptotic normality of the local linear estimator of the functional expectile regression. Journal of Multivariate Analysis, pages 105281.
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Ali Laksaci, Salim Bouzebda, Fatimah Alshahrani, Ouahiba Litimein & Boubaker Mechab. (2023) Spatio-Functional Local Linear Asymmetric Least Square Regression Estimation: Application for Spatial Prediction of COVID-19 Propagation. Symmetry 15:12, pages 2108.
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Mounir Boumahdi, Idir Ouassou & Mustapha Rachdi. (2023) Estimation in nonparametric functional-on-functional models with surrogate responses. Journal of Multivariate Analysis 198, pages 105231.
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Satarupa Bhattacharjee & Hans-Georg Müller. (2023) Single index Fréchet regression. The Annals of Statistics 51:4.
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Lax Chan, Laurent Delsol & Aldo Goia. (2023) A link function specification test in the single functional index model. Advances in Data Analysis and Classification.
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Salim Bouzebda & Amel Nezzal. (2022) Uniform consistency and uniform in number of neighbors consistency for nonparametric regression estimates and conditional U-statistics involving functional data. Japanese Journal of Statistics and Data Science 5:2, pages 431-533.
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Edoardo Belli. (2022) Smoothly adaptively centered ridge estimator. Journal of Multivariate Analysis 189, pages 104882.
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Yang Yang, Yanrong Yang & Han Lin Shang. (2022) Feature extraction for functional time series: Theory and application to NIR spectroscopy data. Journal of Multivariate Analysis 189, pages 104863.
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Silvia Novo, Philippe Vieu & Germán Aneiros. (2022) Fast and efficient algorithms for sparse semiparametric bifunctional regression. Australian & New Zealand Journal of Statistics 63:4, pages 606-638.
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Nengxiang Ling & Philippe Vieu. (2020) On semiparametric regression in functional data analysis. WIREs Computational Statistics 13:6.
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Silvia Novo, Germán Aneiros & Philippe Vieu. (2020) Sparse semiparametric regression when predictors are mixture of functional and high-dimensional variables. TEST 30:2, pages 481-504.
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Silvia Novo, Germán Aneiros & Philippe Vieu. (2021) A NN procedure in semiparametric functional data analysis . Statistics & Probability Letters 171, pages 109028.
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Mustapha Mohammedi, Salim Bouzebda & Ali Laksaci. (2021) The consistency and asymptotic normality of the kernel type expectile regression estimator for functional data. Journal of Multivariate Analysis 181, pages 104673.
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