Kang, Jae-Mo; Moon, Sunghwan Error bounds for ReLU networks with depth and width parameters. (English) Zbl 07642723 Japan J. Ind. Appl. Math. 40, No. 1, 275-288 (2023). MSC: 97R40 68Q32 PDF BibTeX XML Cite \textit{J.-M. Kang} and \textit{S. Moon}, Japan J. Ind. Appl. Math. 40, No. 1, 275--288 (2023; Zbl 07642723) Full Text: DOI OpenURL
Hsu, Alexander; Marzen, Sarah E. Strange properties of linear reservoirs in the infinitely large limit for prediction of continuous-time signals. (English) Zbl 07633368 J. Stat. Phys. 190, No. 2, Paper No. 32, 16 p. (2023). MSC: 82C32 68T07 60F05 60G15 60B20 15B52 PDF BibTeX XML Cite \textit{A. Hsu} and \textit{S. E. Marzen}, J. Stat. Phys. 190, No. 2, Paper No. 32, 16 p. (2023; Zbl 07633368) Full Text: DOI OpenURL
Li, Guofa; Chen, Zequan; Yang, Zhaojun; He, Jialong Novel learning functions design based on the probability of improvement criterion and normalization techniques. (English) Zbl 07635504 Appl. Math. Modelling 108, 376-391 (2022). MSC: 62M45 74P10 PDF BibTeX XML Cite \textit{G. Li} et al., Appl. Math. Modelling 108, 376--391 (2022; Zbl 07635504) Full Text: DOI OpenURL
Chatrabgoun, O.; Esmaeilbeigi, M.; Cheraghi, M.; Daneshkhah, A. Stable likelihood computation for machine learning of linear differential operators with Gaussian processes. (English) Zbl 1498.62182 Int. J. Uncertain. Quantif. 12, No. 3, 75-99 (2022). MSC: 62M45 PDF BibTeX XML Cite \textit{O. Chatrabgoun} et al., Int. J. Uncertain. Quantif. 12, No. 3, 75--99 (2022; Zbl 1498.62182) OpenURL
Panaganti, Kishan; Kalathil, Dileep; Varaiya, Pravin Bounded regret for finitely parameterized multi-armed bandits. (English) Zbl 07616578 Yin, George (ed.) et al., Stochastic analysis, filtering, and stochastic optimization. A commemorative volume to honor Mark H. A. Davis’s contributions. Cham: Springer. 411-429 (2022). MSC: 62P99 62M45 PDF BibTeX XML Cite \textit{K. Panaganti} et al., in: Stochastic analysis, filtering, and stochastic optimization. A commemorative volume to honor Mark H. A. Davis's contributions. Cham: Springer. 411--429 (2022; Zbl 07616578) Full Text: DOI arXiv OpenURL
Ndabashinze, Barnabe; Üstündağ Şiray, Gülesen Comparing ordinary ridge and generalized ridge regression results obtained using genetic algorithms for ridge parameter selection. (English) Zbl 07603865 Commun. Stat., Simulation Comput. 51, No. 10, 6159-6169 (2022). MSC: 62J07 62M45 90-08 PDF BibTeX XML Cite \textit{B. Ndabashinze} and \textit{G. Üstündağ Şiray}, Commun. Stat., Simulation Comput. 51, No. 10, 6159--6169 (2022; Zbl 07603865) Full Text: DOI OpenURL
Ni, Chendi; Li, Yuying; Forsyth, Peter; Carroll, Ray Optimal asset allocation for outperforming a stochastic benchmark target. (English) Zbl 07595439 Quant. Finance 22, No. 9, 1595-1626 (2022). Reviewer: Tamás Mátrai (Edinburgh) MSC: 91G10 62P05 62M45 68T07 91G05 PDF BibTeX XML Cite \textit{C. Ni} et al., Quant. Finance 22, No. 9, 1595--1626 (2022; Zbl 07595439) Full Text: DOI arXiv OpenURL
Huang, Fangyu; Tan, Xiaoqing; Huang, Rui; Xu, Qingshan Variational convolutional neural networks classifiers. (English) Zbl 1500.82012 Physica A 605, Article ID 128067, 12 p. (2022). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 81P68 81P65 68T05 PDF BibTeX XML Cite \textit{F. Huang} et al., Physica A 605, Article ID 128067, 12 p. (2022; Zbl 1500.82012) Full Text: DOI OpenURL
Albanese, Linda; Alemanno, Francesco; Alessandrelli, Andrea; Barra, Adriano Replica symmetry breaking in dense Hebbian neural networks. (English) Zbl 07591723 J. Stat. Phys. 189, No. 2, Paper No. 24, 41 p. (2022). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 82D30 68T07 68T01 68T05 68Q32 81R40 PDF BibTeX XML Cite \textit{L. Albanese} et al., J. Stat. Phys. 189, No. 2, Paper No. 24, 41 p. (2022; Zbl 07591723) Full Text: DOI arXiv OpenURL
Allouche, Michaël; Girard, Stéphane; Gobet, Emmanuel A generative model for fBm with deep ReLU neural networks. (English) Zbl 07583920 J. Complexity 73, Article ID 101667, 27 p. (2022). MSC: 62M45 60G15 60G22 PDF BibTeX XML Cite \textit{M. Allouche} et al., J. Complexity 73, Article ID 101667, 27 p. (2022; Zbl 07583920) Full Text: DOI OpenURL
Chen, Hengjie; Li, Zhong A note on the applications of one primary function in deep neural networks. (English) Zbl 07579721 Int. J. Wavelets Multiresolut. Inf. Process. 20, No. 4, Article ID 2150058, 18 p. (2022). MSC: 41A25 41A30 68T99 82C32 92B20 PDF BibTeX XML Cite \textit{H. Chen} and \textit{Z. Li}, Int. J. Wavelets Multiresolut. Inf. Process. 20, No. 4, Article ID 2150058, 18 p. (2022; Zbl 07579721) Full Text: DOI OpenURL
Escamilla-Rivera, Celia; Carvajal, Maryi; Zamora, Cristian; Hendry, Martin Neural networks and standard cosmography with newly calibrated high redshift GRB observations. (English) Zbl 07579041 J. Cosmol. Astropart. Phys. 2022, No. 4, Paper No. 16, 20 p. (2022). MSC: 85A15 83D05 85A25 78A45 68T05 83C56 62M45 PDF BibTeX XML Cite \textit{C. Escamilla-Rivera} et al., J. Cosmol. Astropart. Phys. 2022, No. 4, Paper No. 16, 20 p. (2022; Zbl 07579041) Full Text: DOI arXiv OpenURL
Yeo, Kyongmin; Li, Zan; Gifford, Wesley Generative adversarial network for probabilistic forecast of random dynamical systems. (English) Zbl 07569631 SIAM J. Sci. Comput. 44, No. 4, A2150-A2175 (2022). MSC: 68T07 62M10 62M20 62M45 PDF BibTeX XML Cite \textit{K. Yeo} et al., SIAM J. Sci. Comput. 44, No. 4, A2150--A2175 (2022; Zbl 07569631) Full Text: DOI arXiv OpenURL
Walker, Joseph; Krauss, Frank Constraining the charm-Yukawa coupling at the large hadron collider. (English) Zbl 1498.81120 Phys. Lett., B 832, Article ID 137255, 10 p. (2022). MSC: 81U35 81V73 81V05 58A20 62M45 PDF BibTeX XML Cite \textit{J. Walker} and \textit{F. Krauss}, Phys. Lett., B 832, Article ID 137255, 10 p. (2022; Zbl 1498.81120) Full Text: DOI arXiv OpenURL
Prabhakar, Pavithra Bisimulations for neural network reduction. (English) Zbl 1498.68169 Finkbeiner, Bernd (ed.) et al., Verification, model checking, and abstract interpretation. 23rd international conference, VMCAI 2022, Philadelphia, PA, USA, January 16–18, 2022. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13182, 285-300 (2022). MSC: 68Q60 68Q85 PDF BibTeX XML Cite \textit{P. Prabhakar}, Lect. Notes Comput. Sci. 13182, 285--300 (2022; Zbl 1498.68169) Full Text: DOI arXiv OpenURL
Goebbels, Steffen On sharpness of an error bound for deep ReLU network approximation. (English) Zbl 07534561 Sampl. Theory Signal Process. Data Anal. 20, No. 1, Paper No. 3, 15 p. (2022). MSC: 41A25 41A50 62M45 68T07 PDF BibTeX XML Cite \textit{S. Goebbels}, Sampl. Theory Signal Process. Data Anal. 20, No. 1, Paper No. 3, 15 p. (2022; Zbl 07534561) Full Text: DOI OpenURL
Sirignano, Justin; Spiliopoulos, Konstantinos Mean field analysis of deep neural networks. (English) Zbl 1493.68333 Math. Oper. Res. 47, No. 1, 120-152 (2022). Reviewer: Arzu Ahmadova (Essen) MSC: 68T07 60F05 82C32 PDF BibTeX XML Cite \textit{J. Sirignano} and \textit{K. Spiliopoulos}, Math. Oper. Res. 47, No. 1, 120--152 (2022; Zbl 1493.68333) Full Text: DOI arXiv OpenURL
Chau, Huy N.; Rásonyi, Miklós Stochastic gradient Hamiltonian Monte Carlo for non-convex learning. (English) Zbl 1495.65004 Stochastic Processes Appl. 149, 341-368 (2022). MSC: 65C05 60H35 62M45 PDF BibTeX XML Cite \textit{H. N. Chau} and \textit{M. Rásonyi}, Stochastic Processes Appl. 149, 341--368 (2022; Zbl 1495.65004) Full Text: DOI arXiv OpenURL
De Santis, E.; Galves, A.; Nappo, G.; Piccioni, M. Estimating the interaction graph of stochastic neuronal dynamics by observing only pairs of neurons. (English) Zbl 1493.62557 Stochastic Processes Appl. 149, 224-247 (2022). MSC: 62M45 60E15 62M30 PDF BibTeX XML Cite \textit{E. De Santis} et al., Stochastic Processes Appl. 149, 224--247 (2022; Zbl 1493.62557) Full Text: DOI arXiv OpenURL
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 PDF BibTeX XML Cite \textit{R. Garnier} and \textit{R. Langhendries}, Electron. J. Stat. 16, No. 1, 1681--1725 (2022; Zbl 1490.60129) Full Text: DOI Link OpenURL
Opschoor, Joost A. A.; Schwab, Christoph; Zech, Jakob Deep learning in high dimension: ReLU neural network expression for Bayesian PDE inversion. (English) Zbl 1487.68200 Herzog, Roland (ed.) et al., Optimization and control for partial differential equations. Uncertainty quantification, open and closed-loop control, and shape optimization. Berlin: De Gruyter. Radon Ser. Comput. Appl. Math. 29, 419-462 (2022). MSC: 68T07 35R30 62F15 62M45 65N21 PDF BibTeX XML Cite \textit{J. A. A. Opschoor} et al., Radon Ser. Comput. Appl. Math. 29, 419--462 (2022; Zbl 1487.68200) Full Text: DOI OpenURL
Giri, Kinsuk; Rudra, Prabir Constraints on cubic and \(f(P)\) gravity from the cosmic chronometers, BAO & CMB datasets: use of machine learning algorithms. (English) Zbl 1495.83071 Nucl. Phys., B 978, Article ID 115746, 23 p. (2022). MSC: 83F05 83C05 83D05 83C40 70H45 32T40 65C05 78A45 62H20 68T05 82C32 PDF BibTeX XML Cite \textit{K. Giri} and \textit{P. Rudra}, Nucl. Phys., B 978, Article ID 115746, 23 p. (2022; Zbl 1495.83071) Full Text: DOI arXiv OpenURL
Parhi, Rahul; Nowak, Robert D. What kinds of functions do deep neural networks learn? Insights from variational spline theory. (English) Zbl 07511677 SIAM J. Math. Data Sci. 4, No. 2, 464-489 (2022). MSC: 68T05 82C32 94A12 46E27 47A52 PDF BibTeX XML Cite \textit{R. Parhi} and \textit{R. D. Nowak}, SIAM J. Math. Data Sci. 4, No. 2, 464--489 (2022; Zbl 07511677) Full Text: DOI arXiv OpenURL
Soboleva, V. A.; Zhukovskiĭ, M. E. On modeling sources of radiation-induced effects in heterogeneous materials. (Russian. English summary) Zbl 1489.78005 Mat. Model. 34, No. 3, 117-130 (2022). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 78A40 78A48 82C32 85A25 PDF BibTeX XML Cite \textit{V. A. Soboleva} and \textit{M. E. Zhukovskiĭ}, Mat. Model. 34, No. 3, 117--130 (2022; Zbl 1489.78005) Full Text: DOI MNR OpenURL
Salti, Mehmet; Kangal, Evrim Ersin Deep learning of CMB radiation temperature. (English) Zbl 1487.85023 Ann. Phys. 439, Article ID 168799, 19 p. (2022). MSC: 85A25 68T07 81V80 82C32 94A17 PDF BibTeX XML Cite \textit{M. Salti} and \textit{E. E. Kangal}, Ann. Phys. 439, Article ID 168799, 19 p. (2022; Zbl 1487.85023) Full Text: DOI OpenURL
Yarotsky, Dmitry Universal approximations of invariant maps by neural networks. (English) Zbl 07493723 Constr. Approx. 55, No. 1, 407-474 (2022). Reviewer: Martin D. Buhmann (Gießen) MSC: 41A63 13A50 20C35 41A30 62J02 62M45 68T05 PDF BibTeX XML Cite \textit{D. Yarotsky}, Constr. Approx. 55, No. 1, 407--474 (2022; Zbl 07493723) Full Text: DOI arXiv OpenURL
Gribonval, Rémi; Kutyniok, Gitta; Nielsen, Morten; Voigtlaender, Felix Approximation spaces of deep neural networks. (English) Zbl 1491.82017 Constr. Approx. 55, No. 1, 259-367 (2022). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 41A65 68T05 41A46 42C40 PDF BibTeX XML Cite \textit{R. Gribonval} et al., Constr. Approx. 55, No. 1, 259--367 (2022; Zbl 1491.82017) Full Text: DOI arXiv OpenURL
Daubechies, I.; DeVore, R.; Foucart, S.; Hanin, B.; Petrova, G. Nonlinear approximation and (deep) ReLU networks. (English) Zbl 1501.41003 Constr. Approx. 55, No. 1, 127-172 (2022). Reviewer: Peter Massopust (München) MSC: 41A25 41A30 41A46 68T07 82C32 92B20 PDF BibTeX XML Cite \textit{I. Daubechies} et al., Constr. Approx. 55, No. 1, 127--172 (2022; Zbl 1501.41003) Full Text: DOI arXiv OpenURL
Eguchi, Shinto; Komori, Osamu Minimum divergence methods in statistical machine learning. From an information geometric viewpoint. (English) Zbl 07486989 Tokyo: Springer (ISBN 978-4-431-56920-6/hbk; 978-4-431-56922-0/ebook). x, 221 p. (2022). MSC: 62-02 62B10 62B11 62Gxx 62Jxx 62M45 68T05 PDF BibTeX XML Cite \textit{S. Eguchi} and \textit{O. Komori}, Minimum divergence methods in statistical machine learning. From an information geometric viewpoint. Tokyo: Springer (2022; Zbl 07486989) Full Text: DOI OpenURL
Ho, Lam Si Tung; Dinh, Vu Searching for minimal optimal neural networks. (English) Zbl 1480.62149 Stat. Probab. Lett. 183, Article ID 109353, 8 p. (2022). MSC: 62J07 62F07 62J02 62M45 PDF BibTeX XML Cite \textit{L. S. T. Ho} and \textit{V. Dinh}, Stat. Probab. Lett. 183, Article ID 109353, 8 p. (2022; Zbl 1480.62149) Full Text: DOI arXiv OpenURL
Sun, Xiaolei; Hao, Jun; Li, Jianping Multi-objective optimization of crude oil-supply portfolio based on interval prediction data. (English) Zbl 1478.90120 Ann. Oper. Res. 309, No. 2, 611-639 (2022). MSC: 90C29 62M10 90B90 62M45 62P20 PDF BibTeX XML Cite \textit{X. Sun} et al., Ann. Oper. Res. 309, No. 2, 611--639 (2022; Zbl 1478.90120) Full Text: DOI OpenURL
Mo, Yifan; Ling, Liming; Zeng, Delu Data-driven vector soliton solutions of coupled nonlinear Schrödinger equation using a deep learning algorithm. (English) Zbl 1483.35217 Phys. Lett., A 421, Article ID 127739, 10 p. (2022). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 35Q55 35C08 68T07 82C32 PDF BibTeX XML Cite \textit{Y. Mo} et al., Phys. Lett., A 421, Article ID 127739, 10 p. (2022; Zbl 1483.35217) Full Text: DOI OpenURL
Sun, Yan; Song, Qifan; Liang, Faming Learning sparse deep neural networks with a spike-and-slab prior. (English) Zbl 1478.62286 Stat. Probab. Lett. 180, Article ID 109246, 6 p. (2022). MSC: 62M45 62F15 68T07 PDF BibTeX XML Cite \textit{Y. Sun} et al., Stat. Probab. Lett. 180, Article ID 109246, 6 p. (2022; Zbl 1478.62286) Full Text: DOI OpenURL
Liu, Ruiqi; Boukai, Ben; Shang, Zuofeng Optimal nonparametric inference via deep neural network. (English) Zbl 1476.62066 J. Math. Anal. Appl. 505, No. 2, Article ID 125561, 32 p. (2022). MSC: 62G05 62G10 62M45 65D07 68T07 PDF BibTeX XML Cite \textit{R. Liu} et al., J. Math. Anal. Appl. 505, No. 2, Article ID 125561, 32 p. (2022; Zbl 1476.62066) Full Text: DOI arXiv OpenURL
Cheng, Wei; Wang, Yan; Peng, Zheng; Ren, Xiaodong; Shuai, Yubei; Zang, Shengyin; Liu, Hao; Cheng, Hao; Wu, Jiagui High-efficiency chaotic time series prediction based on time convolution neural network. (English) Zbl 1496.62150 Chaos Solitons Fractals 152, Article ID 111304, 9 p. (2021). MSC: 62M10 37M10 62M45 68T07 PDF BibTeX XML Cite \textit{W. Cheng} et al., Chaos Solitons Fractals 152, Article ID 111304, 9 p. (2021; Zbl 1496.62150) Full Text: DOI OpenURL
Iriany, Atiek; Rosyida, Diana; Arifin, Arifin A comparison of GSTAR-SUR models and a hybrid GSTAR-SUR/neural network model on residuals of precipitation forecasting. (English) Zbl 1497.62237 Commun. Stat., Simulation Comput. 50, No. 9, 2782-2792 (2021). MSC: 62M10 62M20 62M45 PDF BibTeX XML Cite \textit{A. Iriany} et al., Commun. Stat., Simulation Comput. 50, No. 9, 2782--2792 (2021; Zbl 1497.62237) Full Text: DOI OpenURL
Yan, Liang; Zhou, Tao An acceleration strategy for randomize-then-optimize sampling via deep neural networks. (English) Zbl 1499.62346 J. Comput. Math. 39, No. 6, 848-864 (2021). MSC: 62M45 35R30 65C05 65C20 68T07 PDF BibTeX XML Cite \textit{L. Yan} and \textit{T. Zhou}, J. Comput. Math. 39, No. 6, 848--864 (2021; Zbl 1499.62346) Full Text: DOI arXiv OpenURL
Li, Hong-Li; Kao, Yonggui; Hu, Cheng; Jiang, Haijun; Jiang, Yao-Lin Robust exponential stability of fractional-order coupled quaternion-valued neural networks with parametric uncertainties and impulsive effects. (English) Zbl 1498.82021 Chaos Solitons Fractals 143, Article ID 110598, 8 p. (2021). MSC: 82C32 34A08 34D20 93D09 93D23 PDF BibTeX XML Cite \textit{H.-L. Li} et al., Chaos Solitons Fractals 143, Article ID 110598, 8 p. (2021; Zbl 1498.82021) Full Text: DOI OpenURL
Tano, Mauricio E.; Ragusa, Jean C. Sweep-Net: an artificial neural network for radiation transport solves. (English) Zbl 07510036 J. Comput. Phys. 426, Article ID 109757, 35 p. (2021). MSC: 92-XX 65-XX PDF BibTeX XML Cite \textit{M. E. Tano} and \textit{J. C. Ragusa}, J. Comput. Phys. 426, Article ID 109757, 35 p. (2021; Zbl 07510036) Full Text: DOI OpenURL
Hussain, Khaled F.; Bassyouni, Mohamed Yousef; Gelenbe, Erol Accurate, energy-efficient classification with spiking random neural network. (English) Zbl 1484.62076 Probab. Eng. Inf. Sci. 35, No. 1, 51-61 (2021). MSC: 62H30 62M45 68T07 PDF BibTeX XML Cite \textit{K. F. Hussain} et al., Probab. Eng. Inf. Sci. 35, No. 1, 51--61 (2021; Zbl 1484.62076) Full Text: DOI arXiv OpenURL
Yin, Yonghua Random neural network methods and deep learning. (English) Zbl 1493.68335 Probab. Eng. Inf. Sci. 35, No. 1, 6-36 (2021). Reviewer: Arzu Ahmadova (Essen) MSC: 68T07 60K25 62M45 PDF BibTeX XML Cite \textit{Y. Yin}, Probab. Eng. Inf. Sci. 35, No. 1, 6--36 (2021; Zbl 1493.68335) Full Text: DOI OpenURL
Raja, M. Asif Zahoor; Shoaib, M.; Tabassum, Rafia; Khan, M. Ijaz; Gowda, R. J. Punith; Prasannakumara, B. C.; Malik, M. Y.; Xia, Wei-Feng Intelligent computing for the dynamics of entropy optimized nanofluidic system under impacts of MHD Along thick surface. (English) Zbl 1490.82034 Int. J. Mod. Phys. B 35, No. 26, Article ID 2150269, 25 p. (2021). MSC: 82D80 82D15 60J70 80A10 54C70 82C32 PDF BibTeX XML Cite \textit{M. A. Z. Raja} et al., Int. J. Mod. Phys. B 35, No. 26, Article ID 2150269, 25 p. (2021; Zbl 1490.82034) Full Text: DOI OpenURL
Marcolli, Matilde Topological model of neural information networks. (English) Zbl 1484.92008 Nielsen, Frank (ed.) et al., Geometric science of information. 5th international conference, GSI 2021, Paris, France, July 21–23, 2021. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12829, 623-633 (2021). MSC: 92B20 92C20 68Q85 94A17 PDF BibTeX XML Cite \textit{M. Marcolli}, Lect. Notes Comput. Sci. 12829, 623--633 (2021; Zbl 1484.92008) Full Text: DOI OpenURL
de Hoop, Maarten V.; Lassas, Matti; Wong, Christopher A. Deep learning architectures for nonlinear operator functions and nonlinear inverse problems. (English) Zbl 1485.35420 Math. Stat. Learn. 4, No. 1-2, 1-86 (2021). MSC: 35R30 62M45 68T05 PDF BibTeX XML Cite \textit{M. V. de Hoop} et al., Math. Stat. Learn. 4, No. 1--2, 1--86 (2021; Zbl 1485.35420) Full Text: DOI arXiv OpenURL
Bruna, Joan; Xambó, Sebastià Algorithmic learning and deep neural networks. (Catalan. English summary) Zbl 07479480 Butll. Soc. Catalana Mat. 36, No. 1, 5-67 (2021). MSC: 68T01 68Q32 68T05 62F15 68W25 82C32 62M45 65K10 90C26 93E35 30G35 PDF BibTeX XML Cite \textit{J. Bruna} and \textit{S. Xambó}, Butll. Soc. Catalana Mat. 36, No. 1, 5--67 (2021; Zbl 07479480) Full Text: DOI OpenURL
Benigni, Lucas; Péché, Sandrine Eigenvalue distribution of some nonlinear models of random matrices. (English) Zbl 1483.15028 Electron. J. Probab. 26, Paper No. 150, 37 p. (2021). MSC: 15B52 62M45 60B20 PDF BibTeX XML Cite \textit{L. Benigni} and \textit{S. Péché}, Electron. J. Probab. 26, Paper No. 150, 37 p. (2021; Zbl 1483.15028) Full Text: DOI arXiv OpenURL
Crommelin, Daan; Edeling, Wouter Resampling with neural networks for stochastic parameterization in multiscale systems. (English) Zbl 07477849 Physica D 422, Article ID 132894, 12 p. (2021). MSC: 68T07 37M10 62H30 62M45 65L05 PDF BibTeX XML Cite \textit{D. Crommelin} and \textit{W. Edeling}, Physica D 422, Article ID 132894, 12 p. (2021; Zbl 07477849) Full Text: DOI arXiv OpenURL
Yu, Jiahui; Spiliopoulos, Konstantinos Normalization effects on shallow neural networks and related asymptotic expansions. (English) Zbl 1493.68325 Found. Data Sci. 3, No. 2, 151-200 (2021). MSC: 68T05 60F05 60G99 62M45 PDF BibTeX XML Cite \textit{J. Yu} and \textit{K. Spiliopoulos}, Found. Data Sci. 3, No. 2, 151--200 (2021; Zbl 1493.68325) Full Text: DOI arXiv OpenURL
Mano, Tomohiro; Ohtsuki, Tomi Machine learning the dynamics of quantum kicked rotor. (English) Zbl 1486.82032 Ann. Phys. 435, Article ID 168500, 5 p. (2021). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 82C44 82C26 68T05 PDF BibTeX XML Cite \textit{T. Mano} and \textit{T. Ohtsuki}, Ann. Phys. 435, Article ID 168500, 5 p. (2021; Zbl 1486.82032) Full Text: DOI arXiv OpenURL
Roux, Pierre; Salort, Delphine Towards a further understanding of the dynamics in the excitatory NNLIF neuron model: blow-up and global existence. (English) Zbl 07451609 Kinet. Relat. Models 14, No. 5, 819-846 (2021). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 35Q92 92B20 92C20 35K60 35A01 35A09 35B44 68T07 82C32 82C31 35R07 35R60 PDF BibTeX XML Cite \textit{P. Roux} and \textit{D. Salort}, Kinet. Relat. Models 14, No. 5, 819--846 (2021; Zbl 07451609) Full Text: DOI OpenURL
Katsnelson, Mikhail I.; Vanchurin, Vitaly Emergent quantumness in neural networks. (English) Zbl 1483.81008 Found. Phys. 51, No. 5, Paper No. 94, 20 p. (2021). MSC: 81P05 81P15 00A79 81-01 81P68 82C32 92B20 PDF BibTeX XML Cite \textit{M. I. Katsnelson} and \textit{V. Vanchurin}, Found. Phys. 51, No. 5, Paper No. 94, 20 p. (2021; Zbl 1483.81008) Full Text: DOI arXiv OpenURL
Savarino, F.; Schnörr, C. Continuous-domain assignment flows. (English) Zbl 1479.35904 Eur. J. Appl. Math. 32, No. 3, 570-597 (2021). MSC: 35R02 62M45 68U10 49J40 91A22 PDF BibTeX XML Cite \textit{F. Savarino} and \textit{C. Schnörr}, Eur. J. Appl. Math. 32, No. 3, 570--597 (2021; Zbl 1479.35904) Full Text: DOI arXiv OpenURL
Xu, Changji Sharp threshold for the Ising perceptron model. (English) Zbl 1495.60094 Ann. Probab. 49, No. 5, 2399-2415 (2021). MSC: 60K35 05C80 82C32 PDF BibTeX XML Cite \textit{C. Xu}, Ann. Probab. 49, No. 5, 2399--2415 (2021; Zbl 1495.60094) Full Text: DOI arXiv OpenURL
Coqueret, Guillaume Book review of: M. F. Dixon et al., Machine learning in finance. From theory to practice. (English) Zbl 1484.00015 Quant. Finance 21, No. 1, 9-10 (2021). MSC: 00A17 62-02 91-06 62P05 62M10 62M45 68T05 91B84 91G10 91G80 PDF BibTeX XML Cite \textit{G. Coqueret}, Quant. Finance 21, No. 1, 9--10 (2021; Zbl 1484.00015) Full Text: DOI OpenURL
Farrell, Max H.; Liang, Tengyuan; Misra, Sanjog Deep neural networks for estimation and inference. (English) Zbl 1479.62082 Econometrica 89, No. 1, 181-213 (2021). MSC: 62M45 68T07 PDF BibTeX XML Cite \textit{M. H. Farrell} et al., Econometrica 89, No. 1, 181--213 (2021; Zbl 1479.62082) Full Text: DOI arXiv OpenURL
Zhang, Jiefu; Zepeda-Núñez, Leonardo; Yao, Yuan; Lin, Lin Learning the mapping \(\mathbf{x}\mapsto \sum\limits_{i=1}^d x_i^2\): the cost of finding the needle in a haystack. (English) Zbl 1476.68242 Commun. Appl. Math. Comput. 3, No. 2, 313-335 (2021). MSC: 68T05 62M45 62R07 65B10 PDF BibTeX XML Cite \textit{J. Zhang} et al., Commun. Appl. Math. Comput. 3, No. 2, 313--335 (2021; Zbl 1476.68242) Full Text: DOI arXiv OpenURL
Mi, Xinlei; Tighe, Patrick; Zou, Fei; Zou, Baiming A deep learning semiparametric regression for adjusting complex confounding structures. (English) Zbl 1478.62284 Ann. Appl. Stat. 15, No. 3, 1086-1100 (2021). MSC: 62M45 62G08 62G09 62P10 68T07 PDF BibTeX XML Cite \textit{X. Mi} et al., Ann. Appl. Stat. 15, No. 3, 1086--1100 (2021; Zbl 1478.62284) Full Text: DOI OpenURL
Shen, Xiaoxi; Jiang, Chang; Sakhanenko, Lyudmila; Lu, Qing A goodness-of-fit test based on neural network sieve estimators. (English) Zbl 1478.62285 Stat. Probab. Lett. 174, Article ID 109100, 7 p. (2021). MSC: 62M45 62G08 62G10 PDF BibTeX XML Cite \textit{X. Shen} et al., Stat. Probab. Lett. 174, Article ID 109100, 7 p. (2021; Zbl 1478.62285) Full Text: DOI OpenURL
Cáceres, María J.; Ramos-Lora, Alejandro An understanding of the physical solutions and the blow-up phenomenon for nonlinear noisy leaky integrate and fire neuronal models. (English) Zbl 1477.35280 Commun. Comput. Phys. 30, No. 3, 820-850 (2021). MSC: 35Q92 35Q84 92B20 82C32 35B44 35K60 82C31 92-08 35R60 PDF BibTeX XML Cite \textit{M. J. Cáceres} and \textit{A. Ramos-Lora}, Commun. Comput. Phys. 30, No. 3, 820--850 (2021; Zbl 1477.35280) Full Text: DOI arXiv OpenURL
Jantre, S. R.; Bhattacharya, S.; Maiti, T. Quantile regression neural networks: a Bayesian approach. (English) Zbl 1477.62090 J. Stat. Theory Pract. 15, No. 3, Paper No. 68, 34 p. (2021). MSC: 62G08 62M45 65C05 PDF BibTeX XML Cite \textit{S. R. Jantre} et al., J. Stat. Theory Pract. 15, No. 3, Paper No. 68, 34 p. (2021; Zbl 1477.62090) Full Text: DOI arXiv OpenURL
Hu, Yi-Chung Forecasting tourism demand using fractional grey prediction models with Fourier series. (English) Zbl 1478.62368 Ann. Oper. Res. 300, No. 2, 467-491 (2021). MSC: 62P20 62M20 62M45 PDF BibTeX XML Cite \textit{Y.-C. Hu}, Ann. Oper. Res. 300, No. 2, 467--491 (2021; Zbl 1478.62368) Full Text: DOI OpenURL
du Jardin, Philippe Forecasting bankruptcy using biclustering and neural network-based ensembles. (English) Zbl 1477.62288 Ann. Oper. Res. 299, No. 1-2, 531-566 (2021). MSC: 62P05 62H30 62M20 62M45 91G70 PDF BibTeX XML Cite \textit{P. du Jardin}, Ann. Oper. Res. 299, No. 1--2, 531--566 (2021; Zbl 1477.62288) Full Text: DOI OpenURL
El Ghaoui, Laurent; Gu, Fangda; Travacca, Bertrand; Askari, Armin; Tsai, Alicia Implicit deep learning. (English) Zbl 07419553 SIAM J. Math. Data Sci. 3, No. 3, 930-958 (2021). MSC: 65K10 62M45 26B10 PDF BibTeX XML Cite \textit{L. El Ghaoui} et al., SIAM J. Math. Data Sci. 3, No. 3, 930--958 (2021; Zbl 07419553) Full Text: DOI arXiv OpenURL
Ogihara, Teppei Misspecified diffusion models with high-frequency observations and an application to neural networks. (English) Zbl 1476.62191 Stochastic Processes Appl. 142, 245-292 (2021). MSC: 62M10 62M45 62F12 60J60 62P05 68T07 PDF BibTeX XML Cite \textit{T. Ogihara}, Stochastic Processes Appl. 142, 245--292 (2021; Zbl 1476.62191) Full Text: DOI arXiv OpenURL
Lapeyre, Bernard; Lelong, Jérôme Neural network regression for Bermudan option pricing. (English) Zbl 1476.62205 Monte Carlo Methods Appl. 27, No. 3, 227-247 (2021). MSC: 62L20 62L15 62M45 62P05 60G40 68T07 91G60 65Y05 PDF BibTeX XML Cite \textit{B. Lapeyre} and \textit{J. Lelong}, Monte Carlo Methods Appl. 27, No. 3, 227--247 (2021; Zbl 1476.62205) Full Text: DOI arXiv OpenURL
Hertrich, Johannes; Neumayer, Sebastian; Steidl, Gabriele Convolutional proximal neural networks and plug-and-play algorithms. (English) Zbl 07418878 Linear Algebra Appl. 631, 203-234 (2021). MSC: 68-XX 94-XX 46N10 49N45 62M45 94A08 PDF BibTeX XML Cite \textit{J. Hertrich} et al., Linear Algebra Appl. 631, 203--234 (2021; Zbl 07418878) Full Text: DOI arXiv OpenURL
Toppur, Badri; Jaims, K. J. Determining the best set of molecular descriptors for a toxicity classification problem. (English) Zbl 1476.62238 RAIRO, Oper. Res. 55, No. 5, 2769-2783 (2021). MSC: 62P10 62H30 62M45 62K20 92-10 PDF BibTeX XML Cite \textit{B. Toppur} and \textit{K. J. Jaims}, RAIRO, Oper. Res. 55, No. 5, 2769--2783 (2021; Zbl 1476.62238) Full Text: DOI OpenURL
Barbier, Jean Overlap matrix concentration in optimal Bayesian inference. (English) Zbl 1475.62119 Inf. Inference 10, No. 2, 597-623 (2021). MSC: 62F15 62J12 62M45 62P25 94A12 PDF BibTeX XML Cite \textit{J. Barbier}, Inf. Inference 10, No. 2, 597--623 (2021; Zbl 1475.62119) Full Text: DOI arXiv OpenURL
Wen, Ming; Xu, Yixi; Zheng, Yunling; Yang, Zhouwang; Wang, Xiao Sparse deep neural networks using \(L_{1,\infty}\)-weight normalization. (English) Zbl 1479.62083 Stat. Sin. 31, No. 3, 1397-1414 (2021). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 62M45 62R07 68T07 PDF BibTeX XML Cite \textit{M. Wen} et al., Stat. Sin. 31, No. 3, 1397--1414 (2021; Zbl 1479.62083) Full Text: DOI OpenURL
Huang, Danyang; Zhu, Xuening; Li, Runze; Wang, Hansheng Feature screening for network autoregression model. (English) Zbl 1479.62072 Stat. Sin. 31, No. 3, 1239-1259 (2021). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 62M10 62M45 62P20 PDF BibTeX XML Cite \textit{D. Huang} et al., Stat. Sin. 31, No. 3, 1239--1259 (2021; Zbl 1479.62072) Full Text: DOI Link OpenURL
Schuld, Maria; Petruccione, Francesco Machine learning with quantum computers. 2nd edition, originally published under the title Supervised learning with quantum computers. (English) Zbl 1473.81010 Quantum Science and Technology. Cham: Springer (ISBN 978-3-030-83097-7/hbk; 978-3-030-83100-4/pbk; 978-3-030-83098-4/ebook). xiv, 312 p. (2021). MSC: 81-02 81P68 68Q12 68T05 82C32 PDF BibTeX XML Cite \textit{M. Schuld} and \textit{F. Petruccione}, Machine learning with quantum computers. 2nd edition, originally published under the title Supervised learning with quantum computers. Cham: Springer (2021; Zbl 1473.81010) Full Text: DOI OpenURL
Nam, Jaehyun; Yong, Hwanmoo; Hwang, Jungho; Choi, Jongeun Training an artificial neural network for recognizing electron collision patterns. (English) Zbl 1482.82049 Phys. Lett., A 387, Article ID 127005, 8 p. (2021). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 68T07 81U05 62F15 82D10 82M31 PDF BibTeX XML Cite \textit{J. Nam} et al., Phys. Lett., A 387, Article ID 127005, 8 p. (2021; Zbl 1482.82049) Full Text: DOI OpenURL
Nelsen, Nicholas H.; Stuart, Andrew M. The random feature model for input-output maps between Banach spaces. (English) Zbl 07398767 SIAM J. Sci. Comput. 43, No. 5, A3212-A3243 (2021). MSC: 65D15 65D40 62M45 35R60 PDF BibTeX XML Cite \textit{N. H. Nelsen} and \textit{A. M. Stuart}, SIAM J. Sci. Comput. 43, No. 5, A3212--A3243 (2021; Zbl 07398767) Full Text: DOI arXiv OpenURL
Gheorghe, Marian; Lefticaru, Raluca; Konur, Savas; Niculescu, Ionuţ Mihai; Adorna, Henry N. Spiking neural P systems: matrix representation and formal verification. (English) Zbl 1469.68035 J. Membr. Comput. 3, No. 2, 133-148 (2021). MSC: 68Q07 68Q60 68Q85 PDF BibTeX XML Cite \textit{M. Gheorghe} et al., J. Membr. Comput. 3, No. 2, 133--148 (2021; Zbl 1469.68035) Full Text: DOI OpenURL
Rahimkhani, Parisa; Ordokhani, Yadollah Orthonormal Bernoulli wavelets neural network method and its application in astrophysics. (English) Zbl 1476.62206 Comput. Appl. Math. 40, No. 3, Paper No. 78, 24 p. (2021). MSC: 62M45 33C45 65L60 65T60 85-08 PDF BibTeX XML Cite \textit{P. Rahimkhani} and \textit{Y. Ordokhani}, Comput. Appl. Math. 40, No. 3, Paper No. 78, 24 p. (2021; Zbl 1476.62206) Full Text: DOI OpenURL
Kohler, Michael; Krzyżak, Adam Over-parametrized deep neural networks minimizing the empirical risk do not generalize well. (English) Zbl 07394101 Bernoulli 27, No. 4, 2564-2597 (2021). Reviewer: Pablo Suárez-Serrato (Ciudad de México) MSC: 62M45 62G08 62C20 PDF BibTeX XML Cite \textit{M. Kohler} and \textit{A. Krzyżak}, Bernoulli 27, No. 4, 2564--2597 (2021; Zbl 07394101) Full Text: DOI arXiv OpenURL
Kreinovich, Vladik Linear neural networks revisited: from PageRank to family happiness. (English) Zbl 1472.62143 Ceberio, Martine (ed.) et al., How uncertainty related ideas can provide theoretical explanation for empirical dependencies. Cham: Springer. Stud. Syst. Decis. Control 306, 83-92 (2021). MSC: 62M45 62P25 62-08 PDF BibTeX XML Cite \textit{V. Kreinovich}, Stud. Syst. Decis. Control 306, 83--92 (2021; Zbl 1472.62143) Full Text: DOI Link OpenURL
Kreinovich, Vladik Fundamental properties of pair-wise interactions naturally lead to quarks and quark confinement: a theorem motivated by neural universal approximation results. (English) Zbl 1472.62007 Ceberio, Martine (ed.) et al., How uncertainty related ideas can provide theoretical explanation for empirical dependencies. Cham: Springer. Stud. Syst. Decis. Control 306, 75-81 (2021). MSC: 62A01 62M45 62P35 PDF BibTeX XML Cite \textit{V. Kreinovich}, Stud. Syst. Decis. Control 306, 75--81 (2021; Zbl 1472.62007) Full Text: DOI Link OpenURL
Beck, Christian; Becker, Sebastian; Grohs, Philipp; Jaafari, Nor; Jentzen, Arnulf Solving the Kolmogorov PDE by means of deep learning. (English) Zbl 1490.65006 J. Sci. Comput. 88, No. 3, Paper No. 73, 28 p. (2021). MSC: 65C30 35R60 60H10 62M45 68T07 PDF BibTeX XML Cite \textit{C. Beck} et al., J. Sci. Comput. 88, No. 3, Paper No. 73, 28 p. (2021; Zbl 1490.65006) Full Text: DOI arXiv OpenURL
Bhattacharya, Kaushik; Hosseini, Bamdad; Kovachki, Nikola B.; Stuart, Andrew M. Model reduction and neural networks for parametric PDEs. (English) Zbl 1481.65260 SMAI J. Comput. Math. 7, 121-157 (2021). MSC: 65N75 62M45 68T07 60H30 60H15 35J15 35R60 PDF BibTeX XML Cite \textit{K. Bhattacharya} et al., SMAI J. Comput. Math. 7, 121--157 (2021; Zbl 1481.65260) Full Text: DOI arXiv OpenURL
Müller, Juliane; Park, Jangho; Sahu, Reetik; Varadharajan, Charuleka; Arora, Bhavna; Faybishenko, Boris; Agarwal, Deborah Surrogate optimization of deep neural networks for groundwater predictions. (English) Zbl 1471.86009 J. Glob. Optim. 81, No. 1, 203-231 (2021). MSC: 86A32 62M45 86A05 90C56 90C90 PDF BibTeX XML Cite \textit{J. Müller} et al., J. Glob. Optim. 81, No. 1, 203--231 (2021; Zbl 1471.86009) Full Text: DOI arXiv OpenURL
Tsuji, Kazuma; Suzuki, Taiji Estimation error analysis of deep learning on the regression problem on the variable exponent Besov space. (English) Zbl 1472.62144 Electron. J. Stat. 15, No. 1, 1869-1908 (2021). MSC: 62M45 62G08 68T05 PDF BibTeX XML Cite \textit{K. Tsuji} and \textit{T. Suzuki}, Electron. J. Stat. 15, No. 1, 1869--1908 (2021; Zbl 1472.62144) Full Text: DOI arXiv OpenURL
Chen, Xiaoli; Yang, Liu; Duan, Jinqiao; Karniadakis, George Em Solving inverse stochastic problems from discrete particle observations using the Fokker-Planck equation and physics-informed neural networks. (English) Zbl 1480.35377 SIAM J. Sci. Comput. 43, No. 3, B811-B830 (2021). Reviewer: Wasiur Rahman Khuda Bukhsh (Nottingham) MSC: 35Q84 62M45 60H35 60J65 35B30 92B20 PDF BibTeX XML Cite \textit{X. Chen} et al., SIAM J. Sci. Comput. 43, No. 3, B811--B830 (2021; Zbl 1480.35377) Full Text: DOI arXiv OpenURL
Alberici, Diego; Contucci, Pierluigi; Mingione, Emanuele Deep Boltzmann machines: rigorous results at arbitrary depth. (English) Zbl 1469.82025 Ann. Henri Poincaré 22, No. 8, 2619-2642 (2021). MSC: 82C32 68T07 92B20 82D30 82D40 PDF BibTeX XML Cite \textit{D. Alberici} et al., Ann. Henri Poincaré 22, No. 8, 2619--2642 (2021; Zbl 1469.82025) Full Text: DOI arXiv OpenURL
Ji, Kaiyi; Zhou, Yi; Liang, Yingbin Understanding estimation and generalization error of generative adversarial networks. (English) Zbl 1473.62180 IEEE Trans. Inf. Theory 67, No. 5, 3114-3129 (2021). MSC: 62H12 62H30 62M45 90C47 PDF BibTeX XML Cite \textit{K. Ji} et al., IEEE Trans. Inf. Theory 67, No. 5, 3114--3129 (2021; Zbl 1473.62180) Full Text: DOI OpenURL
Götz, Benedict; Kersting, Sebastian; Kohler, Michael Estimation of an improved surrogate model in uncertainty quantification by neural networks. (English) Zbl 1469.62354 Ann. Inst. Stat. Math. 73, No. 2, 249-281 (2021). MSC: 62M45 62G07 62P30 PDF BibTeX XML Cite \textit{B. Götz} et al., Ann. Inst. Stat. Math. 73, No. 2, 249--281 (2021; Zbl 1469.62354) Full Text: DOI OpenURL
Talarico, Erick; Leão, Wilson; Grana, Dario Comparison of recursive neural network and Markov chain models in facies inversion. (English) Zbl 1465.86008 Math. Geosci. 53, No. 3, 395-413 (2021). MSC: 86A22 86A32 62M45 62H30 62M05 PDF BibTeX XML Cite \textit{E. Talarico} et al., Math. Geosci. 53, No. 3, 395--413 (2021; Zbl 1465.86008) Full Text: DOI OpenURL
Pacchiardi, Lorenzo; Künzli, Pierre; Chopard, Bastien; Schöngens, Marcel; Dutta, Ritabrata Distance-learning for approximate Bayesian computation to model a volcanic eruption. (English) Zbl 1469.62416 Sankhyā, Ser. B 83, No. 1, 288-317 (2021). MSC: 62P35 62F15 62M45 68W15 86A70 PDF BibTeX XML Cite \textit{L. Pacchiardi} et al., Sankhyā, Ser. B 83, No. 1, 288--317 (2021; Zbl 1469.62416) Full Text: DOI arXiv OpenURL
Guha, Sharmistha; Rodriguez, Abel Bayesian regression with undirected network predictors with an application to brain connectome data. (English) Zbl 1464.62434 J. Am. Stat. Assoc. 116, No. 534, 581-593 (2021). MSC: 62P10 62F15 62M45 PDF BibTeX XML Cite \textit{S. Guha} and \textit{A. Rodriguez}, J. Am. Stat. Assoc. 116, No. 534, 581--593 (2021; Zbl 1464.62434) Full Text: DOI arXiv OpenURL
Ghorbani, Behrooz; Mei, Song; Misiakiewicz, Theodor; Montanari, Andrea Linearized two-layers neural networks in high dimension. (English) Zbl 1473.62134 Ann. Stat. 49, No. 2, 1029-1054 (2021). Reviewer: Thorsten Dickhaus (Bremen) MSC: 62G08 62J07 62M45 62-08 PDF BibTeX XML Cite \textit{B. Ghorbani} et al., Ann. Stat. 49, No. 2, 1029--1054 (2021; Zbl 1473.62134) Full Text: DOI arXiv OpenURL
Bolte, Jérôme; Pauwels, Edouard Conservative set valued fields, automatic differentiation, stochastic gradient methods and deep learning. (English) Zbl 1471.65057 Math. Program. 188, No. 1(A), 19-51 (2021). MSC: 65K10 49M27 62M45 68T05 49J53 90C06 PDF BibTeX XML Cite \textit{J. Bolte} and \textit{E. Pauwels}, Math. Program. 188, No. 1(A), 19--51 (2021; Zbl 1471.65057) Full Text: DOI arXiv Link OpenURL
Wang, Lu; Zhu, Dongxiao Tackling ordinal regression problem for heterogeneous data: sparse and deep multi-task learning approaches. (English) Zbl 1478.62190 Data Min. Knowl. Discov. 35, No. 3, 1134-1161 (2021). MSC: 62J02 62M45 62P10 68T07 PDF BibTeX XML Cite \textit{L. Wang} and \textit{D. Zhu}, Data Min. Knowl. Discov. 35, No. 3, 1134--1161 (2021; Zbl 1478.62190) Full Text: DOI arXiv OpenURL
Choudhury, Sayantan; Dutta, Ankan; Ray, Debisree Chaos and complexity from quantum neural network. A study with diffusion metric in machine learning. (English) Zbl 1462.81100 J. High Energy Phys. 2021, No. 4, Paper No. 138, 33 p. (2021). MSC: 81Q50 62M45 62L20 68T05 PDF BibTeX XML Cite \textit{S. Choudhury} et al., J. High Energy Phys. 2021, No. 4, Paper No. 138, 33 p. (2021; Zbl 1462.81100) Full Text: DOI arXiv OpenURL
Ito, Kazufumi; Reisinger, Christoph; Zhang, Yufei A neural network-based policy iteration algorithm with global \(H^2\)-superlinear convergence for stochastic games on domains. (English) Zbl 1472.82030 Found. Comput. Math. 21, No. 2, 331-374 (2021). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 82M20 91A15 65M12 65M06 49J35 35D35 35A02 PDF BibTeX XML Cite \textit{K. Ito} et al., Found. Comput. Math. 21, No. 2, 331--374 (2021; Zbl 1472.82030) Full Text: DOI arXiv OpenURL
Gradojevic, Nikola Brexit and foreign exchange market expectations: could it have been predicted? (English) Zbl 1465.62173 Ann. Oper. Res. 297, No. 1-2, 167-189 (2021). MSC: 62P20 62M45 62M20 PDF BibTeX XML Cite \textit{N. Gradojevic}, Ann. Oper. Res. 297, No. 1--2, 167--189 (2021; Zbl 1465.62173) Full Text: DOI OpenURL
Yeo, Kyongmin; Grullon, Dylan E. C.; Sun, Fan-Keng; Boning, Duane S.; Kalagnanam, Jayant R. Variational inference formulation for a model-free simulation of a dynamical system with unknown parameters by a recurrent neural network. (English) Zbl 1466.37061 SIAM J. Sci. Comput. 43, No. 2, A1305-A1335 (2021). MSC: 37M05 37M10 62M45 65C20 PDF BibTeX XML Cite \textit{K. Yeo} et al., SIAM J. Sci. Comput. 43, No. 2, A1305--A1335 (2021; Zbl 1466.37061) Full Text: DOI arXiv OpenURL
Li, Zhihan; Fan, Yuwei; Ying, Lexing Multilevel fine-tuning: closing generalization gaps in approximation of solution maps under a limited budget for training data. (English) Zbl 1468.65220 Multiscale Model. Simul. 19, No. 1, 344-373 (2021). MSC: 65N55 65C20 65C05 62J07 62M45 68T05 PDF BibTeX XML Cite \textit{Z. Li} et al., Multiscale Model. Simul. 19, No. 1, 344--373 (2021; Zbl 1468.65220) Full Text: DOI arXiv OpenURL
Gripon, Vicent; Löwe, Matthias; Vermet, Franck Some remarks on replicated simulated annealing. (English) Zbl 1457.60143 J. Stat. Phys. 182, No. 3, Paper No. 51, 23 p. (2021). MSC: 60K35 60J10 82C32 65C05 PDF BibTeX XML Cite \textit{V. Gripon} et al., J. Stat. Phys. 182, No. 3, Paper No. 51, 23 p. (2021; Zbl 1457.60143) Full Text: DOI arXiv OpenURL
Jin, Yuan; Liu, Ming; Li, Yunfeng; Xu, Ruohua; Du, Lan; Gao, Longxiang; Xiang, Yong Variational auto-encoder based Bayesian Poisson tensor factorization for sparse and imbalanced count data. (English) Zbl 1478.62283 Data Min. Knowl. Discov. 35, No. 2, 505-532 (2021). MSC: 62M45 62H25 62R07 68T05 PDF BibTeX XML Cite \textit{Y. Jin} et al., Data Min. Knowl. Discov. 35, No. 2, 505--532 (2021; Zbl 1478.62283) Full Text: DOI arXiv OpenURL
Su, Liang; Zhang, Jing-Quan; Huang, Xin; LaFave, James M. Automatic operational modal analysis of structures based on image recognition of stabilization diagrams with uncertainty quantification. (English) Zbl 1464.62330 Multidimensional Syst. Signal Process. 32, No. 1, 335-357 (2021). MSC: 62H30 62H35 62M45 94A08 PDF BibTeX XML Cite \textit{L. Su} et al., Multidimensional Syst. Signal Process. 32, No. 1, 335--357 (2021; Zbl 1464.62330) Full Text: DOI OpenURL