Tong, Hongzhi; Ng, Michael Spectral algorithms for learning with dependent observations. (English) Zbl 07750615 J. Comput. Appl. Math. 437, Article ID 115437, 13 p. (2024). MSC: 68T05 62H30 62G08 46E22 62H25 PDFBibTeX XMLCite \textit{H. Tong} and \textit{M. Ng}, J. Comput. Appl. Math. 437, Article ID 115437, 13 p. (2024; Zbl 07750615) Full Text: DOI
Li, Zhong; Han, Jiequn; E, Weinan; Li, Qianxiao Approximation and optimization theory for linear continuous-time recurrent neural networks. (English) Zbl 07625195 J. Mach. Learn. Res. 23, Paper No. 42, 85 p. (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{Z. Li} et al., J. Mach. Learn. Res. 23, Paper No. 42, 85 p. (2022; Zbl 07625195) Full Text: Link
Garnier, Rémy; Langhendries, Raphaël Concentration inequalities for non-causal random fields. (English) Zbl 1490.60129 Electron. J. Stat. 16, No. 1, 1681-1725 (2022). MSC: 60G60 60G48 60E15 68Q32 62M45 PDFBibTeX XMLCite \textit{R. Garnier} and \textit{R. Langhendries}, Electron. J. Stat. 16, No. 1, 1681--1725 (2022; Zbl 1490.60129) Full Text: DOI Link
Grünewälder, Steffen; Khaleghi, Azadeh Oblivious data for fairness with kernels. (English) Zbl 07626723 J. Mach. Learn. Res. 22, Paper No. 208, 36 p. (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{S. Grünewälder} and \textit{A. Khaleghi}, J. Mach. Learn. Res. 22, Paper No. 208, 36 p. (2021; Zbl 07626723) Full Text: arXiv Link
Goehry, Benjamin Random forests for time-dependent processes. (English) Zbl 1455.62172 ESAIM, Probab. Stat. 24, 801-826 (2020). MSC: 62M10 62H30 68T05 62G05 62G20 60G12 PDFBibTeX XMLCite \textit{B. Goehry}, ESAIM, Probab. Stat. 24, 801--826 (2020; Zbl 1455.62172) Full Text: DOI
Kuznetsov, Vitaly; Mohri, Mehryar Discrepancy-based theory and algorithms for forecasting non-stationary time series. (English) Zbl 1452.62654 Ann. Math. Artif. Intell. 88, No. 4, 367-399 (2020). MSC: 62M10 62M20 62L10 68T05 68Q15 PDFBibTeX XMLCite \textit{V. Kuznetsov} and \textit{M. Mohri}, Ann. Math. Artif. Intell. 88, No. 4, 367--399 (2020; Zbl 1452.62654) Full Text: DOI
Alquier, Pierre; Doukhan, Paul; Fan, Xiequan Exponential inequalities for nonstationary Markov chains. (English) Zbl 1434.60171 Depend. Model. 7, 150-168 (2019). MSC: 60J05 60E15 62M05 62M10 62M20 68Q32 PDFBibTeX XMLCite \textit{P. Alquier} et al., Depend. Model. 7, 150--168 (2019; Zbl 1434.60171) Full Text: DOI arXiv
Blanchard, Gilles; Zadorozhnyi, Oleksandr Concentration of weakly dependent Banach-valued sums and applications to statistical learning methods. (English) Zbl 1428.62185 Bernoulli 25, No. 4B, 3421-3458 (2019). MSC: 60E15 60B11 68T05 PDFBibTeX XMLCite \textit{G. Blanchard} and \textit{O. Zadorozhnyi}, Bernoulli 25, No. 4B, 3421--3458 (2019; Zbl 1428.62185) Full Text: DOI arXiv Euclid
Alquier, Pierre; Guedj, Benjamin Simpler PAC-Bayesian bounds for hostile data. (English) Zbl 1464.62238 Mach. Learn. 107, No. 5, 887-902 (2018). MSC: 62F15 68T05 PDFBibTeX XMLCite \textit{P. Alquier} and \textit{B. Guedj}, Mach. Learn. 107, No. 5, 887--902 (2018; Zbl 1464.62238) Full Text: DOI arXiv
Kuznetsov, Vitaly; Mohri, Mehryar Generalization bounds for non-stationary mixing processes. (English) Zbl 1412.68186 Mach. Learn. 106, No. 1, 93-117 (2017). MSC: 68T05 PDFBibTeX XMLCite \textit{V. Kuznetsov} and \textit{M. Mohri}, Mach. Learn. 106, No. 1, 93--117 (2017; Zbl 1412.68186) Full Text: DOI
Giraud, Christophe; Roueff, François; Sanchez-Perez, Andres Aggregation of predictors for nonstationary sub-linear processes and online adaptive forecasting of time varying autoregressive processes. (English) Zbl 1327.62478 Ann. Stat. 43, No. 6, 2412-2450 (2015). MSC: 62M20 62G99 62M10 68W27 PDFBibTeX XMLCite \textit{C. Giraud} et al., Ann. Stat. 43, No. 6, 2412--2450 (2015; Zbl 1327.62478) Full Text: DOI arXiv Euclid
Cénac, Peggy; Chauvin, Brigitte; Paccaut, Frédéric; Pouyanne, Nicolas Uncommon suffix tries. (English) Zbl 1320.68057 Random Struct. Algorithms 46, No. 1, 117-141 (2015). MSC: 68P05 60J05 PDFBibTeX XMLCite \textit{P. Cénac} et al., Random Struct. Algorithms 46, No. 1, 117--141 (2015; Zbl 1320.68057) Full Text: DOI arXiv
Alquier, Pierre; Li, Xiaoyin; Wintenberger, Olivier Prediction of time series by statistical learning: general losses and fast rates. (English) Zbl 06297673 Depend. Model. 1, 65-93 (2013). MSC: 62M20 60G25 62M10 62P20 68Q32 68T05 PDFBibTeX XMLCite \textit{P. Alquier} et al., Depend. Model. 1, 65--93 (2013; Zbl 06297673) Full Text: DOI arXiv
Sancetta, Alessio Bootstrap model selection for possibly dependent and heterogeneous data. (English) Zbl 1440.62144 Ann. Inst. Stat. Math. 62, No. 3, 515-546 (2010). MSC: 62G09 62G08 68T05 PDFBibTeX XMLCite \textit{A. Sancetta}, Ann. Inst. Stat. Math. 62, No. 3, 515--546 (2010; Zbl 1440.62144) Full Text: DOI
Di, J.; Kolaczyk, E. Complexity-penalized estimation of minimum volume sets for dependent data. (English) Zbl 1203.62105 J. Multivariate Anal. 101, No. 9, 1910-1926 (2010). MSC: 62H10 62G08 62H12 68Q32 62M99 65C60 PDFBibTeX XMLCite \textit{J. Di} and \textit{E. Kolaczyk}, J. Multivariate Anal. 101, No. 9, 1910--1926 (2010; Zbl 1203.62105) Full Text: DOI
Biermé, Hermine; Scheffler, Hans-Peter Fourier series approximation of linear fractional stable motion. (English) Zbl 1148.60025 J. Fourier Anal. Appl. 14, No. 2, 180-202 (2008). Reviewer: Vassil Grozdanov (Blagoevgrad) MSC: 60G18 60E07 65C20 65C50 68U20 PDFBibTeX XMLCite \textit{H. Biermé} and \textit{H.-P. Scheffler}, J. Fourier Anal. Appl. 14, No. 2, 180--202 (2008; Zbl 1148.60025) Full Text: DOI
Antos, András; Szepesvári, Csaba; Munos, Rémi Learning near-optimal policies with Bellman-residual minimization based fitted policy iteration and a single sample path. (English) Zbl 1470.68072 Mach. Learn. 71, No. 1, 89-129 (2008). MSC: 68T05 62G08 PDFBibTeX XMLCite \textit{A. Antos} et al., Mach. Learn. 71, No. 1, 89--129 (2007; Zbl 1470.68072) Full Text: DOI
Kozachenko, Yuriy; Sottinen, Tommi; Vasylyk, Olga Simulation of weakly self-similar stationary increment \(\mathbf{Sub}_\varphi(\Omega)\)-processes: A series expansion approach. (English) Zbl 1082.60512 Methodol. Comput. Appl. Probab. 7, No. 3, 379-400 (2005). MSC: 60G18 60G15 68U20 33C10 PDFBibTeX XMLCite \textit{Y. Kozachenko} et al., Methodol. Comput. Appl. Probab. 7, No. 3, 379--400 (2005; Zbl 1082.60512) Full Text: DOI