Biagini, Francesca; Gonon, Lukas; Reitsam, Thomas Neural network approximation for superhedging prices. (English) Zbl 1522.91263 Math. Finance 33, No. 1, 146-184 (2023). MSC: 91G20 68T07 PDFBibTeX XMLCite \textit{F. Biagini} et al., Math. Finance 33, No. 1, 146--184 (2023; Zbl 1522.91263) Full Text: DOI arXiv OA License
Kohler, Michael; Krzyżak, Adam On the rate of convergence of a deep recurrent neural network estimate in a regression problem with dependent data. (English) Zbl 07666835 Bernoulli 29, No. 2, 1663-1685 (2023). MSC: 62Gxx 62-XX 68Txx PDFBibTeX XMLCite \textit{M. Kohler} and \textit{A. Krzyżak}, Bernoulli 29, No. 2, 1663--1685 (2023; Zbl 07666835) Full Text: DOI arXiv Link
Bhatnagar, Saumya; Chang, Won; Kim, Seonjin; Wang, Jiali Computer model calibration with time series data using deep learning and quantile regression. (English) Zbl 1482.62114 SIAM/ASA J. Uncertain. Quantif. 10, 1-26 (2022). MSC: 62P12 62G08 62M10 68T07 PDFBibTeX XMLCite \textit{S. Bhatnagar} et al., SIAM/ASA J. Uncertain. Quantif. 10, 1--26 (2022; Zbl 1482.62114) Full Text: DOI arXiv
Bi, Kaiming; Chen, Yuyang; Wu, Chih-Hang (John); Ben-Arieh, David Learning-based impulse control with event-triggered conditions for an epidemic dynamic system. (English) Zbl 1483.92121 Commun. Nonlinear Sci. Numer. Simul. 108, Article ID 106204, 14 p. (2022). MSC: 92D30 93C27 93C65 PDFBibTeX XMLCite \textit{K. Bi} et al., Commun. Nonlinear Sci. Numer. Simul. 108, Article ID 106204, 14 p. (2022; Zbl 1483.92121) Full Text: DOI
Eom, Sungkwang; Oh, Byungkook; Shin, Sangjin; Lee, Kyong-Ho Multi-task learning for spatial events prediction from social data. (English) Zbl 07791380 Inf. Sci. 581, 278-290 (2021). MSC: 68T05 68T07 68U10 PDFBibTeX XMLCite \textit{S. Eom} et al., Inf. Sci. 581, 278--290 (2021; Zbl 07791380) Full Text: DOI
Tiwari, Prayag; Zhu, Hongyin; Pandey, Hari Mohan DAPath: distance-aware knowledge graph reasoning based on deep reinforcement learning. (English) Zbl 1521.68217 Neural Netw. 135, 1-12 (2021). MSC: 68T30 68T07 PDFBibTeX XMLCite \textit{P. Tiwari} et al., Neural Netw. 135, 1--12 (2021; Zbl 1521.68217) Full Text: DOI
Shiono, Takashi Estimation of agent-based models using Bayesian deep learning approach of BayesFlow. (English) Zbl 1475.91160 J. Econ. Dyn. Control 125, Article ID 104082, 17 p. (2021). MSC: 91B43 62P20 62F15 68T07 PDFBibTeX XMLCite \textit{T. Shiono}, J. Econ. Dyn. Control 125, Article ID 104082, 17 p. (2021; Zbl 1475.91160) Full Text: DOI
Perla, Francesca; Richman, Ronald; Scognamiglio, Salvatore; Wüthrich, Mario V. Time-series forecasting of mortality rates using deep learning. (English) Zbl 1471.91480 Scand. Actuar. J. 2021, No. 7, 572-598 (2021). MSC: 91G05 91D20 68T07 PDFBibTeX XMLCite \textit{F. Perla} et al., Scand. Actuar. J. 2021, No. 7, 572--598 (2021; Zbl 1471.91480) Full Text: DOI
Kruijne, Wouter; Bohte, Sander M.; Roelfsema, Pieter R.; Olivers, Christian N. L. Flexible working memory through selective gating and attentional tagging. (English) Zbl 1469.92021 Neural Comput. 33, No. 1, 1-40 (2021). MSC: 92B20 PDFBibTeX XMLCite \textit{W. Kruijne} et al., Neural Comput. 33, No. 1, 1--40 (2021; Zbl 1469.92021) Full Text: DOI
Ostaszewski, M.; Miszczak, J. A.; Sadowski, P. Geometrical versus time-series representation of data in quantum control learning. (English) Zbl 1514.81151 J. Phys. A, Math. Theor. 53, No. 19, Article ID 195301, 19 p. (2020). MSC: 81Q93 PDFBibTeX XMLCite \textit{M. Ostaszewski} et al., J. Phys. A, Math. Theor. 53, No. 19, Article ID 195301, 19 p. (2020; Zbl 1514.81151) Full Text: DOI arXiv
Sherstinsky, Alex Fundamentals of recurrent neural network (RNN) and long short-term memory (LSTM) network. (English) Zbl 1508.68298 Physica D 404, Article ID 132306, 28 p. (2020). MSC: 68T05 34K05 92B20 PDFBibTeX XMLCite \textit{A. Sherstinsky}, Physica D 404, Article ID 132306, 28 p. (2020; Zbl 1508.68298) Full Text: DOI arXiv
Xu, Jiayang; Duraisamy, Karthik Multi-level convolutional autoencoder networks for parametric prediction of spatio-temporal dynamics. (English) Zbl 1506.68111 Comput. Methods Appl. Mech. Eng. 372, Article ID 113379, 36 p. (2020). MSC: 68T05 93B11 92B20 PDFBibTeX XMLCite \textit{J. Xu} and \textit{K. Duraisamy}, Comput. Methods Appl. Mech. Eng. 372, Article ID 113379, 36 p. (2020; Zbl 1506.68111) Full Text: DOI arXiv
Willmott, Devin; Murrugarra, David; Ye, Qiang Improving RNA secondary structure prediction via state inference with deep recurrent neural networks. (English) Zbl 1439.92147 Comput. Math. Biophys. 8, No. 1, 36-50 (2020). MSC: 92D20 PDFBibTeX XMLCite \textit{D. Willmott} et al., Comput. Math. Biophys. 8, No. 1, 36--50 (2020; Zbl 1439.92147) Full Text: DOI arXiv
Ostaszewski, M.; Miszczak, J. A.; Banchi, L.; Sadowski, P. Approximation of quantum control correction scheme using deep neural networks. (English) Zbl 1504.81091 Quantum Inf. Process. 18, No. 5, Paper No. 126, 13 p. (2019). MSC: 81Q93 68T05 68T07 81P73 PDFBibTeX XMLCite \textit{M. Ostaszewski} et al., Quantum Inf. Process. 18, No. 5, Paper No. 126, 13 p. (2019; Zbl 1504.81091) Full Text: DOI arXiv
Yu, Yong; Si, Xiaosheng; Hu, Changhua; Zhang, Jianxun A review of recurrent neural networks: LSTM cells and network architectures. (English) Zbl 1494.68236 Neural Comput. 31, No. 7, 1235-1270 (2019). MSC: 68T05 68T07 92B20 PDFBibTeX XMLCite \textit{Y. Yu} et al., Neural Comput. 31, No. 7, 1235--1270 (2019; Zbl 1494.68236) Full Text: DOI
Zhu, Henghui; Paschalidis, Ioannis Ch.; Hasselmo, Michael E. Neural circuits for learning context-dependent associations of stimuli. (English) Zbl 1434.68533 Neural Netw. 107, 48-60 (2018). MSC: 68T07 68T05 92B20 PDFBibTeX XMLCite \textit{H. Zhu} et al., Neural Netw. 107, 48--60 (2018; Zbl 1434.68533) Full Text: DOI
Cinar, Goktug T.; Sequeira, Pedro M. N.; Principe, Jose C. Hierarchical linear dynamical systems for unsupervised musical note recognition. (English) Zbl 1395.94026 J. Franklin Inst. 355, No. 4, 1638-1662 (2018). MSC: 94A08 68T10 92C20 92B20 68T05 PDFBibTeX XMLCite \textit{G. T. Cinar} et al., J. Franklin Inst. 355, No. 4, 1638--1662 (2018; Zbl 1395.94026) Full Text: DOI
Aggarwal, Charu C. Neural networks and deep learning. A textbook. (English) Zbl 1402.68001 Cham: Springer (ISBN 978-3-319-94462-3/hbk; 978-3-319-94463-0/ebook). xxiii, 497 p. (2018). Reviewer: Irina Ioana Mohorianu (Oxford) MSC: 68-01 68T05 68T07 82C32 92B20 PDFBibTeX XMLCite \textit{C. C. Aggarwal}, Neural networks and deep learning. A textbook. Cham: Springer (2018; Zbl 1402.68001) Full Text: DOI
Er, Meng Joo; Zhang, Yong; Wang, Ning; Pratama, Mahardhika Attention pooling-based convolutional neural network for sentence modelling. (English) Zbl 1429.68252 Inf. Sci. 373, 388-403 (2016). MSC: 68T07 68T50 PDFBibTeX XMLCite \textit{M. J. Er} et al., Inf. Sci. 373, 388--403 (2016; Zbl 1429.68252) Full Text: DOI
Graves, Alex Supervised sequence labelling with recurrent neural networks. (English) Zbl 1235.68014 Studies in Computational Intelligence 385. Berlin: Springer (ISBN 978-3-642-24796-5/hbk; 978-3-642-24797-2/ebook). xiii, 143 p. (2012). MSC: 68-02 68T05 68T10 PDFBibTeX XMLCite \textit{A. Graves}, Supervised sequence labelling with recurrent neural networks. Berlin: Springer (2012; Zbl 1235.68014) Full Text: DOI Link
Hochreiter, Sepp; Mozer, Michael C. A discrete probabilistic memory model for discovering dependencies in time. (English) Zbl 1001.68600 Dorffner, Georg (ed.) et al., Artificial neural networks - ICANN 2001. International conference, Vienna, Austria, August 21-25, 2001. Proceedings. Berlin: Springer. Lect. Notes Comput. Sci. 2130, 661-668 (2001). MSC: 68U99 68T05 92B20 PDFBibTeX XMLCite \textit{S. Hochreiter} and \textit{M. C. Mozer}, Lect. Notes Comput. Sci. 2130, 661--668 (2001; Zbl 1001.68600) Full Text: Link