Ju, Xiaomeng; Salibián-Barrera, Matías Tree-based boosting with functional data. (English) Zbl 07876428 Comput. Stat. 39, No. 3, 1587-1620 (2024). MSC: 62-08 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Delicado, Pedro; Peña, Daniel Understanding complex predictive models with ghost variables. (English) Zbl 1516.62094 Test 32, No. 1, 107-145 (2023). MSC: 62R07 68T09 62G08 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Maturo, Fabrizio; Verde, Rosanna Supervised classification of curves via a combined use of functional data analysis and tree-based methods. (English) Zbl 07696216 Comput. Stat. 38, No. 1, 419-459 (2023). MSC: 62-08 × Cite Format Result Cite Review PDF Full Text: DOI OA License
Scornet, Erwan Trees, forests, and impurity-based variable importance in regression. (English. French summary) Zbl 07657642 Ann. Inst. Henri Poincaré, Probab. Stat. 59, No. 1, 21-52 (2023). MSC: 62G08 62G20 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Au, Quay; Herbinger, Julia; Stachl, Clemens; Bischl, Bernd; Casalicchio, Giuseppe Grouped feature importance and combined features effect plot. (English) Zbl 1507.68240 Data Min. Knowl. Discov. 36, No. 4, 1401-1450 (2022). MSC: 68T05 62H25 62H30 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Watson, David S.; Wright, Marvin N. Testing conditional independence in supervised learning algorithms. (English) Zbl 07465666 Mach. Learn. 110, No. 8, 2107-2129 (2021). MSC: 68T05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Hooker, Giles; Mentch, Lucas; Zhou, Siyu Unrestricted permutation forces extrapolation: variable importance requires at least one more model, or there is no free variable importance. (English) Zbl 1477.62008 Stat. Comput. 31, No. 6, Paper No. 82, 16 p. (2021). MSC: 62-08 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Rommel, Cédric; Bonnans, J. Frédéric; Gregorutti, Baptiste; Martinon, Pierre Quantifying the closeness to a set of random curves via the mean marginal likelihood. (English) Zbl 1466.62288 ESAIM, Probab. Stat. 25, 1-30 (2021). MSC: 62G07 62G05 62P30 62M09 62R10 60B05 × Cite Format Result Cite Review PDF Full Text: DOI HAL OA License
Denis, Christophe; Dion, Charlotte; Martinez, Miguel Consistent procedures for multiclass classification of discrete diffusion paths. (English) Zbl 1450.62072 Scand. J. Stat. 47, No. 2, 516-554 (2020). Reviewer: Denis Sidorov (Irkutsk) MSC: 62H30 60J60 × Cite Format Result Cite Review PDF Full Text: DOI HAL
Fisher, Aaron; Rudin, Cynthia; Dominici, Francesca All models are wrong, but many are useful: learning a variable’s importance by studying an entire class of prediction models simultaneously. (English) Zbl 1436.62019 J. Mach. Learn. Res. 20, Paper No. 177, 81 p. (2019). MSC: 62A01 62G30 62P25 62M20 62H30 × Cite Format Result Cite Review PDF Full Text: arXiv Link
Poterie, A.; Dupuy, J.-F.; Monbet, V.; Rouvière, L. Classification tree algorithm for grouped variables. (English) Zbl 1505.62323 Comput. Stat. 34, No. 4, 1613-1648 (2019). MSC: 62-08 62H30 × Cite Format Result Cite Review PDF Full Text: DOI HAL
Delicado, Pedro Comments on “Data science, big data and statistics”. (English) Zbl 1428.62017 Test 28, No. 2, 334-337 (2019). MSC: 62A01 68T05 62M10 62H12 62R07 × Cite Format Result Cite Review PDF Full Text: DOI
El Haouij, Neska; Poggi, Jean-Michel; Ghozi, Raja; Sevestre-Ghalila, Sylvie; Jaïdane, Mériem Random forest-based approach for physiological functional variable selection for driver’s stress level classification. (English) Zbl 1427.62140 Stat. Methods Appl. 28, No. 1, 157-185 (2019). MSC: 62P30 62H30 42C40 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Liu, Ruiping; Wang, Huiwen; Wang, Shanshan Functional variable selection via Gram-Schmidt orthogonalization for multiple functional linear regression. (English) Zbl 07192734 J. Stat. Comput. Simulation 88, No. 18, 3664-3680 (2018). MSC: 62J99 62G05 × Cite Format Result Cite Review PDF Full Text: DOI
Górecki, T.; Smaga, Ł. Multivariate analysis of variance for functional data. (English) Zbl 1516.62307 J. Appl. Stat. 44, No. 12, 2172-2189 (2017). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI Link
Epifanio, Irene Functional archetype and archetypoid analysis. (English) Zbl 1466.62062 Comput. Stat. Data Anal. 104, 24-34 (2016). MSC: 62-08 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link