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Multiview ConvLSTM based on autoencoder for hyperspectral sparse unmixing. (English) Zbl 07929710

Wang, Wei (ed.) et al., Communications, signal processing, and systems. Proceedings of the 12th international conference, September 6–8, 2023. Volume 2. Singapore: Springer. Lect. Notes Electr. Eng. 1033, 301-305 (2024).

MSC: 68Txx

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Sharma, Lavkush; Deepak, Akshay; Ranjan, Ashish; Krishnasamy, Gopalakrishnan

A CNN-CBAM-BiGRU model for protein function prediction. (English) Zbl 1542.92095

Stat. Appl. Genet. Mol. Biol. 23, No. 1, Article ID 20240004, 23 p. (2024).

MSC: 92D20 68T07

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Wang, Dujuan; Zhu, Jiacheng; Yin, Yunqiang; Ignatius, Joshua; Wei, Xiaowen; Kumar, Ajay

Dynamic travel time prediction with spatiotemporal features: using a GNN-based deep learning method. (English) Zbl 07910195

Ann. Oper. Res. 340, No. 1, 571-591 (2024).

MSC: 68T07

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Morales, Misael M.; Torres-Verdín, Carlos; Pyrcz, Michael J.

Stochastic pix2vid: a new spatiotemporal deep learning method for image-to-video synthesis in geologic \(\mathrm{CO_2}\) storage prediction. (English) Zbl 07909562

Comput. Geosci. 28, No. 4, 733-754 (2024).

MSC: 86-08 68T07

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Huang, Chengdai; Fu, Lei; Wang, Huanan; Cao, Jinde; Liu, Heng

Extractions of bifurcation in fractional-order recurrent neural networks under neurons arbitrariness. (English) Zbl 07908456

Physica D 468, Article ID 134279, 11 p. (2024).

MSC: 34K37 34K21 34K20 34K13 34K18 92B20

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Li, Yongkun; Zhou, Xinyue

Weyl almost automorphic oscillation in finite-dimensional distributions to stochastic SICNNs with D operator. (English) Zbl 07902964

Qual. Theory Dyn. Syst. 23, Suppl. Issue 1, Paper No. 257, 34 p. (2024).

MSC: 34K50 34K14 43A60 92B20

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Fuh, Cheng-Der; Pang, Tianxiao

Asymptotic behavior of the maximum likelihood estimator for general Markov switching models. (English) Zbl 07901845

Stat. Sin. 34, No. 3, 1367-1389 (2024).

MSC: 62-XX

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Mena, Gary; Coussement, Kristof; De Bock, Koen W.; De Caigny, Arno; Lessmann, Stefan

Exploiting time-varying RFM measures for customer churn prediction with deep neural networks. (English) Zbl 07898271

Ann. Oper. Res. 339, No. 1-2, 765-787 (2024).

MSC: 68Txx 90Bxx 62Hxx

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Hauth, Jeremiah; Safta, Cosmin; Huan, Xun; Patel, Ravi G.; Jones, Reese E.

Uncertainty quantification of graph convolution neural network models of evolving processes. (English) Zbl 07897597

Comput. Methods Appl. Mech. Eng. 429, Article ID 117195, 23 p. (2024).

MSC: 68-XX 92-XX

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Lu, Yao; Wu, Si

Learning sequence attractors in recurrent networks with hidden neurons. (English) Zbl 07896437

Neural Netw. 178, Article ID 106466, 12 p. (2024).

Reviewer: Joseph Shomberg (Providence)

MSC: 92B20 68T07 91E40

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Holthusen, Hagen; Lamm, Lukas; Brepols, Tim; Reese, Stefanie; Kuhl, Ellen

Theory and implementation of inelastic constitutive artificial neural networks. (English) Zbl 07875011

Comput. Methods Appl. Mech. Eng. 428, Article ID 117063, 35 p. (2024).

MSC: 74-XX 92-XX

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Bahtiri, Betim; Arash, Behrouz; Scheffler, Sven; Jux, Maximilian; Rolfes, Raimund

A thermodynamically consistent physics-informed deep learning material model for short fiber/polymer nanocomposites. (English) Zbl 07867429

Comput. Methods Appl. Mech. Eng. 427, Article ID 117038, 23 p. (2024).

MSC: 74-XX 92-XX

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Zhou, Qingping; Qian, Jiayu; Tang, Junqi; Li, Jinglai

Deep unrolling networks with recurrent momentum acceleration for nonlinear inverse problems. (English) Zbl 07867327

Inverse Probl. 40, No. 5, Article ID 055014, 20 p. (2024).

MSC: 68Txx

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Zhao, Xia; Wang, Xun; Wu, Jiancun; Chen, Hongtian; Tian, Engang

Important-data-based attack design and resilient remote estimation for recurrent neural networks. (English) Zbl 07866207

Inf. Sci. 675, Article ID 120723, 12 p. (2024).

MSC: 93E10 93B70

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Bonassi, Fabio; La Bella, Alessio; Farina, Marcello; Scattolini, Riccardo

Nonlinear MPC design for incrementally ISS systems with application to GRU networks. (English) Zbl 1539.93053

Automatica 159, Article ID 111381, 9 p. (2024).

MSC: 93B45 93D23 93D25 93C10 93B70

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Ghosh, Anubhab; Abdalmoaty, Mohamed; Chatterjee, Saikat; Hjalmarsson, Håkan

DeepBayes – an estimator for parameter estimation in stochastic nonlinear dynamical models. (English) Zbl 1539.93189

Automatica 159, Article ID 111327, 13 p. (2024).

MSC: 93E12 93E10 93C10

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Ma, Weijun; Guo, Xuhui; Wang, Huaizhu; Zheng, Yuanshi

Global inverse optimality for a class of recurrent neural networks with multiple proportional delays. (English) Zbl 1536.93743

Inf. Sci. 662, Article ID 120240, 14 p. (2024).

MSC: 93D25 93D20 93B70 93C43 49N45

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Chen, Yuhuan; Chen, Jingjing; Yi, Chenfu

A pre-defined finite time neural solver for the time-variant matrix equation \(E(t)X(t)G(t)=D(t)\). (English) Zbl 1537.65040

J. Franklin Inst. 361, No. 6, Article ID 106710, 9 p. (2024).

MSC: 65F45 68T07

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Xiao, Shanshan; Chen, Mengyi; Zhang, Ruili; Tang, Yifa

Structure-preserving recurrent neural networks for a class of Birkhoffian systems. (English) Zbl 1537.65195

J. Syst. Sci. Complex. 37, No. 2, 441-462 (2024).

MSC: 65P10 68T07

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Kapllani, Lorenc; Teng, Long

Deep learning algorithms for solving high-dimensional nonlinear backward stochastic differential equations. (English) Zbl 1532.60153

Discrete Contin. Dyn. Syst., Ser. B 29, No. 4, 1695-1729 (2024).

MSC: 60H35 65C30 68T07 65C20

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Wei, Zeming; Zhang, Xiyue; Zhang, Yihao; Sun, Meng

Weighted automata extraction and explanation of recurrent neural networks for natural language tasks. (English) Zbl 07803170

J. Log. Algebr. Methods Program. 136, Article ID 100907, 18 p. (2024).

MSC: 68-XX

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Li, Bing; Cao, Yuwei; Li, Yongkun

Almost automorphic solutions in distribution for octonion-valued stochastic recurrent neural networks with time-varying delays. (English) Zbl 1534.93373

Int. J. Syst. Sci., Princ. Appl. Syst. Integr. 55, No. 1, 102-118 (2024).

MSC: 93D23 93B70 93C43

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Xia, Zicong; Liu, Yang; Wang, Jun

An event-triggered collaborative neurodynamic approach to distributed global optimization. (English) Zbl 1532.90088

Neural Netw. 169, 181-190 (2024).

MSC: 90C26 68T05

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Rath, Srushti; Chow, Joseph Y. J.

A deep real options policy for sequential service region design and timing. (English) Zbl 07765562

Comput. Oper. Res. 161, Article ID 106458, 22 p. (2024).

MSC: 90Bxx

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Meng, Pinchao; Wang, Lin; Yin, Weishi; Zhou, Linhua

A novel recurrent neural network of gated unit based on Euler’s method and application. (English) Zbl 07918192

Commun. Anal. Comput. 1, No. 2, 116-134 (2023).

MSC: 34D20 65L07 35R30 68T07

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Tsur, Dor; Aharoni, Ziv; Goldfeld, Ziv; Permuter, Haim

Neural estimation and optimization of directed information over continuous spaces. (English) Zbl 07883275

IEEE Trans. Inf. Theory 69, No. 8, 4777-4798 (2023).

MSC: 94A15 94A40 68T07

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Cai, Jun; Yi, Chenfu

An adaptive gradient-descent-based neural networks for the on-line solution of linear time variant equations and its applications. (English) Zbl 07838170

Inf. Sci. 622, 34-45 (2023).

MSC: 68-XX 92-XX

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Liu, Chen; Raza, Haider; Bhattacharyya, Saugat

Deep learning methods for analysis of neural signals: from conventional neural network to graph neural network. (English) Zbl 1541.92048

Pal, Kunal (ed.) et al., Advanced methods in biomedical signal processing and analysis. Amsterdam: Elsevier/Academic Press. 205-242 (2023).

MSC: 92C55 68T07

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Jarne, Cecilia; Laje, Rodrigo

Exploring weight initialization, diversity of solutions, and degradation in recurrent neural networks trained for temporal and decision-making tasks. (English) Zbl 1533.92009

J. Comput. Neurosci. 51, No. 4, 407-431 (2023).

MSC: 92B20 68T07

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Böttcher, Lucas; Asikis, Thomas; Fragkos, Ioannis

Control of dual-sourcing inventory systems using recurrent neural networks. (English) Zbl 1535.90007

INFORMS J. Comput. 35, No. 6, 1308-1328 (2023).

MSC: 90B06

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Nguyen, Trong-Nghia; Tran, Minh-Ngoc; Gunawan, David; Kohn, Robert

A statistical recurrent stochastic volatility model for stock markets. (English) Zbl 1531.62183

J. Bus. Econ. Stat. 41, No. 2, 414-428 (2023).

MSC: 62P20

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Tran, Hoang Dung; Choi, Sung Woo; Yang, Xiaodong; Yamaguchi, Tomoya; Hoxha, Bardh; Prokhorov, Danil

Verification of recurrent neural networks with star reachability. (English) Zbl 07807947

Proceedings of the 26th ACM international conference on hybrid systems: computation and control, HSCC 2023, part of the 16th CPS-IoT week, San Antonio, TX, USA, May 9–12, 2023. New York, NY: Association for Computing Machinery (ACM). Paper No. 6, 13 p. (2023).

MSC: 68Q45 68Q60 93C30

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Krukovets, D.

Updated DTW+K-Means approach with LSTM and ARIMA-type models for core inflation forecasting. (English) Zbl 07799357

Visn., Ser. Fiz.-Mat. Nauky, Kyïv. Univ. Im. Tarasa Shevchenka 2023, No. 2, 214-225 (2023).

MSC: 91B82 68T07

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Geman, Helyette; Ma, Yuanye

Distributed energy resources flexibility as volumetric options on electricity. (English) Zbl 1530.91451

Front. Math. Finance 2, No. 4, 478-496 (2023).

MSC: 91B74 68T07

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Krivorotko, O. I.; Zyatkov, N. Yu.; Kabanikhin, S. I.

Modeling epidemics: neural network based on data and SIR-model. (English. Russian original) Zbl 1528.92039

Comput. Math. Math. Phys. 63, No. 10, 1929-1941 (2023); translation from Zh. Vychisl. Mat. Mat. 63, No. 10, 1733-1746 (2023).

MSC: 92D30 68T07

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Sharma, Lavkush; Deepak, Akshay; Ranjan, Ashish; Krishnasamy, Gopalakrishnan

A novel hybrid CNN and BiGRU-attention based deep learning model for protein function prediction. (English) Zbl 1530.92066

Stat. Appl. Genet. Mol. Biol. 22, No. 1, Article ID 20220057, 18 p. (2023).

MSC: 92C40 92D20 68T07

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Tandale, Saurabh Balkrishna; Stoffel, Marcus

Recurrent and convolutional neural networks in structural dynamics: a modified attention steered encoder-decoder architecture versus LSTM versus GRU versus TCN topologies to predict the response of shock wave-loaded plates. (English) Zbl 1528.74116

Comput. Mech. 72, No. 4, 765-786 (2023).

MSC: 74S99 74K20 74C10 74J40 68T07

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Friemann, J.; Dashtbozorg, B.; Fagerström, M.; Mirkhalaf, S. M.

A micromechanics-based recurrent neural networks model for path-dependent cyclic deformation of short fiber composites. (English) Zbl 07773171

Int. J. Numer. Methods Eng. 124, No. 10, 2292-2314 (2023).

MSC: 74M25 68T07

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Rosenkranz, Max; Kalina, Karl A.; Brummund, Jörg; Kästner, Markus

A comparative study on different neural network architectures to model inelasticity. (English) Zbl 1537.74024

Int. J. Numer. Methods Eng. 124, No. 21, 4802-4840 (2023).

MSC: 74C10 74D10 74A20 68T07

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Xia, Zicong; Liu, Yang; Wang, Jiasen; Wang, Jun

Two-timescale recurrent neural networks for distributed minimax optimization. (English) Zbl 1534.90186

Neural Netw. 165, 527-539 (2023).

MSC: 90C47 68T05

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Takahashi, Norikazu; Yamakawa, Tsuyoshi; Minetoma, Yasuhiro; Nishi, Tetsuo; Migita, Tsuyoshi

Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors. (English) Zbl 1530.68231

Neural Netw. 164, 588-605 (2023).

Reviewer: Steven B. Damelin (Ann Arbor)

MSC: 68T07

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Taylor-Melanson, Will; Ferreira, Martha Dais; Matwin, Stan

Sgornn: Combining scalar gates and orthogonal constraints in recurrent networks. (English) Zbl 07752028

Neural Netw. 159, 25-33 (2023).

MSC: 68T07

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Bemporad, Alberto

Recurrent neural network training with convex loss and regularization functions by extended Kalman filtering. (English) Zbl 07746892

IEEE Trans. Autom. Control 68, No. 9, 5661-5668 (2023).

MSC: 93-10 90C20 93B30

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Moskvitin, Viktor M.; Semenova, Nadezhda I.

Noise impact on a recurrent neural network with a linear activation function. (English) Zbl 07743404

Russ. J. Nonlinear Dyn. 19, No. 2, 281-293 (2023).

MSC: 68T07 60H40 62M45

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Marthin, Pius; Tutkun, N. Ata

Recurrent neural network for complex survival problems. (English) Zbl 07739785

J. Stat. Comput. Simulation 93, No. 13, 2232-2256 (2023).

MSC: 62-XX 62N01 62-07

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Bemporad, Alberto

Training recurrent neural networks by sequential least squares and the alternating direction method of multipliers. (English) Zbl 1520.93212

Automatica 156, Article ID 111183, 9 p. (2023).

MSC: 93C10 93E12 93E24 68T07

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Manivannan, Varadha Raj; Venkataraman, Madhu

\( \Delta \)-functions on recurrent random walks. (English) Zbl 07729830

Vestn. Udmurt. Univ., Mat. Mekh. Komp’yut. Nauki 33, No. 1, 119-129 (2023).

MSC: 60J45 60G50

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Yilmaz, Dogacan; Büyüktahtakın, İ. Esra

Learning optimal solutions via an LSTM-optimization framework. (English) Zbl 1532.90055

SN Oper. Res. Forum 4, No. 2, Paper No. 48, 40 p. (2023).

MSC: 90C11 90C39

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Hultin, Hanna; Hult, Henrik; Proutiere, Alexandre; Samama, Samuel; Tarighati, Ala

A generative model of a limit order book using recurrent neural networks. (English) Zbl 1520.91388

Quant. Finance 23, No. 6, 931-958 (2023).

MSC: 91G15 68T07

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Forgione, Marco; Muni, Aneri; Piga, Dario; Gallieri, Marco

On the adaptation of recurrent neural networks for system identification. (English) Zbl 1520.93100

Automatica 155, Article ID 111092, 9 p. (2023).

MSC: 93B30 68T07

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Fu, Jing; Page, Frank; Zigrand, Jean-Pierre

Correction to: “Layered networks, equilibrium dynamics, and stable coalitions”. (English) Zbl 1523.91011

Dyn. Games Appl. 13, No. 2, 669-704 (2023).

MSC: 91A43 91A15

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Fu, Jing; Page, Frank; Zigrand, Jean-Pierre

Layered networks, equilibrium dynamics, and stable coalitions. (English) Zbl 1520.91079

Dyn. Games Appl. 13, No. 2, 636-668 (2023); correction ibid. 13, No. 2, 669-704 (2023).

MSC: 91A43 91A15

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Alimi, Adel M.; Khelifi, Safoua; Miraoui, Mohsen

The measure pseudo almost-periodicty and automorphy in HOHNNs with time-varying delays. (English) Zbl 1524.34171

Int. J. Comput. Math. 100, No. 6, 1284-1302 (2023).

MSC: 34K14 92B20 43A60 34K20 47H09

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Sharma, Lakhan Dev; Rahul, Jagdeep; Aggarwal, Apeksha; Bohat, Vijay Kumar

An improved cardiac arrhythmia classification using stationary wavelet transform decomposed short duration QRS segment and Bi-LSTM network. (English) Zbl 1533.92116

Multidimensional Syst. Signal Process. 34, No. 2, 503-520 (2023).

MSC: 92C55 65T60

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Kim, Yong Do; Durlofsky, Louis J.

Convolutional – recurrent neural network proxy for robust optimization and closed-loop reservoir management. (English) Zbl 1514.86017

Comput. Geosci. 27, No. 2, 179-202 (2023).

MSC: 86A20 86-08 86A32 68T07

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Gonzalez, Martin; Defourneau, Thibault; Hajri, Hatem; Petreczky, Mihaly

Realization theory of recurrent neural ODEs using polynomial system embeddings. (English) Zbl 1519.93049

Syst. Control Lett. 173, Article ID 105468, 8 p. (2023).

MSC: 93B15 93C15 93B30 93B03 93B07

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Na, Andrew S.; Wan, Justin W. L.

Efficient pricing and hedging of high-dimensional American options using deep recurrent networks. (English) Zbl 1519.91268

Quant. Finance 23, No. 4, 631-651 (2023).

MSC: 91G20 60G40 68T07 60H30

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Petrášová, Iveta; Karban, Pavel

Solving evolutionary problems using recurrent neural networks. (English) Zbl 1518.93098

J. Comput. Appl. Math. 426, Article ID 115091, 10 p. (2023).

MSC: 93C95 68T07

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Onuki, Mikito; Saka, Kento; Saito, Toshimichi

A variety of globally stable periodic orbits in permutation binary neural networks. (English) Zbl 1521.37023

Discrete Contin. Dyn. Syst., Ser. B 28, No. 11, 5800-5813 (2023).

MSC: 37C27 37C75

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Manjunath, G.; Ortega, Juan-Pablo

Transport in reservoir computing. (English) Zbl 1541.37104

Physica D 449, Article ID 133744, 14 p. (2023).

MSC: 37N30 37M99 68T05 68T07 68T20

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Shi, Yang; Ding, Chenling; Li, Shuai; Li, Bin; Sun, Xiaobing

Discrete generalized-Sylvester matrix equation solved by RNN with a novel direct discretization numerical method. (English) Zbl 1518.65041

Numer. Algorithms 93, No. 3, 971-992 (2023).

MSC: 65F45 68T07

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Tandale, Saurabh Balkrishna; Stoffel, Marcus

Spiking recurrent neural networks for neuromorphic computing in nonlinear structural mechanics. (English) Zbl 1539.65122

Comput. Methods Appl. Mech. Eng. 412, Article ID 116095, 18 p. (2023).

MSC: 65M60 68T07 74S05

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Es-saiydy, Mohssine; Oumadane, Ismaïl; Zitane, Mohamed

Stepanov stability for delayed Lotka-Volterra recurrent neural networks on time scales. (English) Zbl 1509.34104

Appl. Anal. 102, No. 3, 921-937 (2023).

MSC: 34N05 34C27 92B20 34D23

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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

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Mavi, Arda; Bekar, Ali Can; Haghighat, Ehsan; Madenci, Erdogan

An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic differential operator. (English) Zbl 1539.65154

Comput. Methods Appl. Mech. Eng. 407, Article ID 115944, 20 p. (2023).

MSC: 65M99 68T07 74S99

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Gühring, Ingo; Raslan, Mones; Kutyniok, Gitta

Expressivity of deep neural networks. (English) Zbl 1523.68080

Grohs, Philipp (ed.) et al., Mathematical aspects of deep learning. Cambridge: Cambridge University Press. 149-199 (2023).

Reviewer: Alexandre DeZotti (London)

MSC: 68T07

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Assali, El Abed

A spectral radius-based global exponential stability for Clifford-valued recurrent neural networks involving time-varying delays and distributed delays. (English) Zbl 1524.34175

Comput. Appl. Math. 42, No. 1, Paper No. 48, 17 p. (2023).

MSC: 34K20 92B20

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Firbas, Nicolas; Garibo-i-Orts, Òscar; Garcia-March, Miguel Ángel; Conejero, J. Alberto

Characterization of anomalous diffusion through convolutional transformers. (English) Zbl 07657033

J. Phys. A, Math. Theor. 56, No. 1, Article ID 014001, 20 p. (2023).

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Cheng, Sibo; Chen, Jianhua; Anastasiou, Charitos; Angeli, Panagiota; Matar, Omar K.; Guo, Yi-Ke; Pain, Christopher C.; Arcucci, Rossella

Generalised latent assimilation in heterogeneous reduced spaces with machine learning surrogate models. (English) Zbl 1534.76069

J. Sci. Comput. 94, No. 1, Paper No. 11, 37 p. (2023).

MSC: 76M99 76T06 68T05 68T07

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Wang, Guancheng; Hao, Zhihao; Zhang, Bob; Jin, Long

Convergence and robustness of bounded recurrent neural networks for solving dynamic Lyapunov equations. (English) Zbl 07805398

Inf. Sci. 588, 106-123 (2022).

MSC: 65F45 68T07 37C99 65K10

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Aouiti, Chaouki; Bessifi, Mayssa

Finite-time and fixed-time sliding mode control for discontinuous nonidentical recurrent neural networks with time-varying delays. (English) Zbl 1527.93381

Int. J. Robust Nonlinear Control 32, No. 3, 1194-1208 (2022).

MSC: 93D40 93B70 93B12 93C43

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Tandale, Saurabh Balkrishna; Markert, Bernd; Stoffel, Marcus

Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis. (English) Zbl 1535.74652

Int. J. Numer. Methods Eng. 123, No. 17, 4001-4031 (2022).

MSC: 74S05 74K20 74K10 68T05 68T07

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Wu, Shaomin

The double ratio geometric process for the analysis of recurrent events. (English) Zbl 1523.60145

Nav. Res. Logist. 69, No. 3, 484-495 (2022).

MSC: 60K20 60K05 90B25

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Liu, Yang; Wang, Zhen; Ma, Qian; Shen, Hao

Multistability analysis of delayed recurrent neural networks with a class of piecewise nonlinear activation functions. (English) Zbl 1525.93304

Neural Netw. 152, 80-89 (2022).

MSC: 93D05 93B70 93C43 93C10

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Levine, Matthew E.; Stuart, Andrew M.

A framework for machine learning of model error in dynamical systems. (English) Zbl 1542.68172

Commun. Am. Math. Soc. 2, 283-344 (2022).

MSC: 68T05 37A30 37M10 41A05

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Ho, Ngoc-Huynh; Yang, Hyung-Jeong; Kim, Jahae; Dao, Duy-Phuong; Park, Hyuk-Ro; Pant, Sudarshan

Predicting progression of Alzheimer’s disease using forward-to-backward bi-directional network with integrative imputation. (English) Zbl 1525.92014

Neural Netw. 150, 422-439 (2022).

MSC: 92C32 62P10 68T07

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Zhang, Zhijun; Zheng, Lunan

Time-varying quadratic-programming-based error redefinition neural network control and its application to mobile redundant manipulators. (English) Zbl 1541.93244

IEEE Trans. Autom. Control 67, No. 11, 6151-6158 (2022).

MSC: 93C85 93D20 68T07 90C20

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Bollig, Benedikt; Leucker, Martin; Neider, Daniel

A survey of model learning techniques for recurrent neural networks. (English) Zbl 1524.68309

Jansen, Nils (ed.) et al., A journey from process algebra via timed automata to model learning. Essays dedicated to Frits Vaandrager on the occasion of his 60th birthday. Cham: Springer. Lect. Notes Comput. Sci. 13560, 81-97 (2022).

MSC: 68T07 68Q45

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Feng, Sihan; Wang, Kang; Wang, Fuming; Zhang, Yong; Zhao, Hong

Less is more: a new machine-learning methodology for spatiotemporal systems. (English) Zbl 1514.68246

Commun. Theor. Phys. 74, No. 5, Article ID 055601, 7 p. (2022).

MSC: 68T05 37M10 68T07

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Es-Saiydy, Mohssine; Zarhouni, Mohammed; Zitane, Mohamed

Oscillation of a delayed quaternion-valued fuzzy recurrent neural networks on time scales. (English) Zbl 1510.34152

Palest. J. Math. 11, No. 4, 99-118 (2022).

MSC: 34K14 26E50 26E70 34K36 34N05 92B20

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Halik, Azhar; Wumaier, Aishan

General decay synchronization stability on the nonautonomous BAM recurrent neural networks with delays. (English) Zbl 1509.68233

J. Inequal. Appl. 2022, Paper No. 145, 14 p. (2022).

MSC: 68T07 34K35 93B52

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Li, Hui; Liu, Xintang; Jia, Dongbao; Chen, Yanyan; Hou, Pengfei; Li, Haining

Research on chest radiography recognition model based on deep learning. (English) Zbl 1510.92115

Math. Biosci. Eng. 19, No. 11, 11768-11781 (2022).

MSC: 92C55 68T07

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Zhang, Shuai; Yang, Yongqing; Sui, Xin; Zhang, Yanna

Synchronization of fractional-order memristive recurrent neural networks via aperiodically intermittent control. (English) Zbl 1510.93285

Math. Biosci. Eng. 19, No. 11, 11717-11734 (2022).

MSC: 93D99 93B70 26A33

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Mekruksavanich, Sakorn; Jitpattanakul, Anuchit

RNN-based deep learning for physical activity recognition using smartwatch sensors: a case study of simple and complex activity recognition. (English) Zbl 1508.92025

Math. Biosci. Eng. 19, No. 6, 5671-5698 (2022).

MSC: 92C10 68T07

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He, Xiaolong; Chen, Jiun-Shyan

Thermodynamically consistent machine-learned internal state variable approach for data-driven modeling of path-dependent materials. (English) Zbl 1507.74007

Comput. Methods Appl. Mech. Eng. 402, Article ID 115348, 22 p. (2022).

MSC: 74-10 68T05 74A20

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Yuan, Dongyang; Gu, Chongshi; Wei, Bowen; Qin, Xiangnan; Xu, Wenbo

A high-performance displacement prediction model of concrete dams integrating signal processing and multiple machine learning techniques. (English) Zbl 1505.74177

Appl. Math. Modelling 112, 436-451 (2022).

MSC: 74P10 68T07

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Aguirre-López, Fabián; Pastore, Mauro; Franz, Silvio

Satisfiability transition in asymmetric neural networks. (English) Zbl 1507.92005

J. Phys. A, Math. Theor. 55, No. 30, Article ID 305001, 34 p. (2022).

MSC: 92B20

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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

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Khuddush, Mahammad; Rajendra Prasad, K.

Global exponential stability of almost periodic solutions for quaternion-valued RNNs with mixed delays on time scales. (English) Zbl 1508.34107

Bol. Soc. Mat. Mex., III. Ser. 28, No. 3, Paper No. 75, 28 p. (2022).

MSC: 34K42 34K14 34K20 47N20 92B20

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Tandale, Saurabh Balkrishna; Bamer, Franz; Markert, Bernd; Stoffel, Marcus

Physics-based self-learning recurrent neural network enhanced time integration scheme for computing viscoplastic structural finite element response. (English) Zbl 1507.74512

Comput. Methods Appl. Mech. Eng. 401, Part B, Article ID 115668, 28 p. (2022).

MSC: 74S05 68T07 74D10

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Yang, Fan; Li, Jiahui; Dong, Hongli; Shen, Yuxuan

Proportional-integral-type estimator design for delayed recurrent neural networks under encoding-decoding mechanism. (English) Zbl 07614008

Int. J. Syst. Sci., Princ. Appl. Syst. Integr. 53, No. 13, 2729-2741 (2022).

MSC: 68-XX

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Arbi, Adnène; Cao, Jinde; Es-Saiydy, Mohssine; Zarhouni, Mohammed; Zitane, Mohamed

Dynamics of delayed cellular neural networks in the Stepanov pseudo almost automorphic space. (English) Zbl 1509.34072

Discrete Contin. Dyn. Syst., Ser. S 15, No. 11, 3097-3109 (2022).

Reviewer: Rodica Luca (Iaşi)

MSC: 34K20 34K14 43A60 92B20

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Yadav, Konark; Yadav, Milind; Saini, Sandeep

Stock market predictions using FastRNN-based model. (English) Zbl 1496.62176

Giri, Debasis (ed.) et al., Proceedings of the seventh international conference on mathematics and computing, ICMC 2021, Shibpur, India, March 2–5, 2021. Singapore: Springer. Adv. Intell. Syst. Comput. 1412, 439-450 (2022).

MSC: 62P05 62M10 62M20 68T07

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Biswas, Anupam; Bora, Angshuman; Malakar, Debashish; Chakraborty, Subham; Bera, Suman

Multitask deep learning model with efficient encoding layer and enhanced parallel convolution block. (English) Zbl 07597649

Giri, Debasis (ed.) et al., Proceedings of the seventh international conference on mathematics and computing, ICMC 2021, Shibpur, India, March 2–5, 2021. Singapore: Springer. Adv. Intell. Syst. Comput. 1412, 347-360 (2022).

MSC: 68-XX 90-XX

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Muškardin, Edi; Aichernig, Bernhard K.; Pill, Ingo; Tappler, Martin

Learning finite state models from recurrent neural networks. (English) Zbl 1502.68263

ter Beek, Maurice H. (ed.) et al., Integrated formal methods. 17th international conference, IFM 2022, Lugano, Switzerland, June 7–10, 2022. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13274, 229-248 (2022).

MSC: 68T05 68Q32 68Q45

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Beer, Randall D.

Codimension-2 parameter space structure of continuous-time recurrent neural networks. (English) Zbl 1495.92008

Biol. Cybern. 116, No. 4, 501-515 (2022).

MSC: 92B20 37H20

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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 37M10 62M10 62M20 62M45

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Li, Yongkun; Li, Bing

Pseudo compact almost automorphy of neutral type Clifford-valued neural networks with mixed delays. (English) Zbl 1503.34124

Discrete Contin. Dyn. Syst., Ser. B 27, No. 9, 4703-4724 (2022).

MSC: 34K14 34K40 34K20 43A60 92B20 47N20

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Baskar, P.; Padmanabhan, S.; Syed Ali, M.

Robust stability of recurrent neural networks with time-varying delays. (English) Zbl 1490.34079

Dyn. Contin. Discrete Impuls. Syst., Ser. B, Appl. Algorithms 29, No. 4, 285-295 (2022).

MSC: 34K20 34K50 92B20 94D05

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Aouiti, Chaouki; Jallouli, Hediene; Miraoui, Mohsen

Global exponential stability of pseudo almost automorphic solutions for delayed Cohen-Grosberg neural networks with measure. (English) Zbl 1538.34276

Appl. Math., Praha 67, No. 3, 393-418 (2022).

MSC: 34K20 34K14 92B20 43A60

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Found 778 Documents (Results 1–100)

Multiview ConvLSTM based on autoencoder for hyperspectral sparse unmixing. (English) Zbl 07929710

A CNN-CBAM-BiGRU model for protein function prediction. (English) Zbl 1542.92095

Dynamic travel time prediction with spatiotemporal features: using a GNN-based deep learning method. (English) Zbl 07910195

Stochastic pix2vid: a new spatiotemporal deep learning method for image-to-video synthesis in geologic \(\mathrm{CO_2}\) storage prediction. (English) Zbl 07909562

Extractions of bifurcation in fractional-order recurrent neural networks under neurons arbitrariness. (English) Zbl 07908456

Weyl almost automorphic oscillation in finite-dimensional distributions to stochastic SICNNs with D operator. (English) Zbl 07902964

Asymptotic behavior of the maximum likelihood estimator for general Markov switching models. (English) Zbl 07901845

Exploiting time-varying RFM measures for customer churn prediction with deep neural networks. (English) Zbl 07898271

Uncertainty quantification of graph convolution neural network models of evolving processes. (English) Zbl 07897597

Learning sequence attractors in recurrent networks with hidden neurons. (English) Zbl 07896437

Theory and implementation of inelastic constitutive artificial neural networks. (English) Zbl 07875011

A thermodynamically consistent physics-informed deep learning material model for short fiber/polymer nanocomposites. (English) Zbl 07867429

Deep unrolling networks with recurrent momentum acceleration for nonlinear inverse problems. (English) Zbl 07867327

Important-data-based attack design and resilient remote estimation for recurrent neural networks. (English) Zbl 07866207

Nonlinear MPC design for incrementally ISS systems with application to GRU networks. (English) Zbl 1539.93053

DeepBayes – an estimator for parameter estimation in stochastic nonlinear dynamical models. (English) Zbl 1539.93189

Global inverse optimality for a class of recurrent neural networks with multiple proportional delays. (English) Zbl 1536.93743

A pre-defined finite time neural solver for the time-variant matrix equation \(E(t)X(t)G(t)=D(t)\). (English) Zbl 1537.65040

Structure-preserving recurrent neural networks for a class of Birkhoffian systems. (English) Zbl 1537.65195

Deep learning algorithms for solving high-dimensional nonlinear backward stochastic differential equations. (English) Zbl 1532.60153

Weighted automata extraction and explanation of recurrent neural networks for natural language tasks. (English) Zbl 07803170

Almost automorphic solutions in distribution for octonion-valued stochastic recurrent neural networks with time-varying delays. (English) Zbl 1534.93373

An event-triggered collaborative neurodynamic approach to distributed global optimization. (English) Zbl 1532.90088

A deep real options policy for sequential service region design and timing. (English) Zbl 07765562

A novel recurrent neural network of gated unit based on Euler’s method and application. (English) Zbl 07918192

Neural estimation and optimization of directed information over continuous spaces. (English) Zbl 07883275

An adaptive gradient-descent-based neural networks for the on-line solution of linear time variant equations and its applications. (English) Zbl 07838170

Deep learning methods for analysis of neural signals: from conventional neural network to graph neural network. (English) Zbl 1541.92048

Exploring weight initialization, diversity of solutions, and degradation in recurrent neural networks trained for temporal and decision-making tasks. (English) Zbl 1533.92009

Control of dual-sourcing inventory systems using recurrent neural networks. (English) Zbl 1535.90007

A statistical recurrent stochastic volatility model for stock markets. (English) Zbl 1531.62183

Verification of recurrent neural networks with star reachability. (English) Zbl 07807947

Updated DTW+K-Means approach with LSTM and ARIMA-type models for core inflation forecasting. (English) Zbl 07799357

Distributed energy resources flexibility as volumetric options on electricity. (English) Zbl 1530.91451

Modeling epidemics: neural network based on data and SIR-model. (English. Russian original) Zbl 1528.92039

A novel hybrid CNN and BiGRU-attention based deep learning model for protein function prediction. (English) Zbl 1530.92066

Recurrent and convolutional neural networks in structural dynamics: a modified attention steered encoder-decoder architecture versus LSTM versus GRU versus TCN topologies to predict the response of shock wave-loaded plates. (English) Zbl 1528.74116

A micromechanics-based recurrent neural networks model for path-dependent cyclic deformation of short fiber composites. (English) Zbl 07773171

A comparative study on different neural network architectures to model inelasticity. (English) Zbl 1537.74024

Two-timescale recurrent neural networks for distributed minimax optimization. (English) Zbl 1534.90186

Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors. (English) Zbl 1530.68231

Sgornn: Combining scalar gates and orthogonal constraints in recurrent networks. (English) Zbl 07752028

Recurrent neural network training with convex loss and regularization functions by extended Kalman filtering. (English) Zbl 07746892

Noise impact on a recurrent neural network with a linear activation function. (English) Zbl 07743404

Recurrent neural network for complex survival problems. (English) Zbl 07739785

Training recurrent neural networks by sequential least squares and the alternating direction method of multipliers. (English) Zbl 1520.93212

\( \Delta \)-functions on recurrent random walks. (English) Zbl 07729830

Learning optimal solutions via an LSTM-optimization framework. (English) Zbl 1532.90055

A generative model of a limit order book using recurrent neural networks. (English) Zbl 1520.91388

On the adaptation of recurrent neural networks for system identification. (English) Zbl 1520.93100

Correction to: “Layered networks, equilibrium dynamics, and stable coalitions”. (English) Zbl 1523.91011

Layered networks, equilibrium dynamics, and stable coalitions. (English) Zbl 1520.91079

The measure pseudo almost-periodicty and automorphy in HOHNNs with time-varying delays. (English) Zbl 1524.34171

An improved cardiac arrhythmia classification using stationary wavelet transform decomposed short duration QRS segment and Bi-LSTM network. (English) Zbl 1533.92116

Convolutional – recurrent neural network proxy for robust optimization and closed-loop reservoir management. (English) Zbl 1514.86017

Realization theory of recurrent neural ODEs using polynomial system embeddings. (English) Zbl 1519.93049

Efficient pricing and hedging of high-dimensional American options using deep recurrent networks. (English) Zbl 1519.91268

Solving evolutionary problems using recurrent neural networks. (English) Zbl 1518.93098

A variety of globally stable periodic orbits in permutation binary neural networks. (English) Zbl 1521.37023

Transport in reservoir computing. (English) Zbl 1541.37104

Discrete generalized-Sylvester matrix equation solved by RNN with a novel direct discretization numerical method. (English) Zbl 1518.65041

Spiking recurrent neural networks for neuromorphic computing in nonlinear structural mechanics. (English) Zbl 1539.65122

Stepanov stability for delayed Lotka-Volterra recurrent neural networks on time scales. (English) Zbl 1509.34104

On the rate of convergence of a deep recurrent neural network estimate in a regression problem with dependent data. (English) Zbl 07666835

An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic differential operator. (English) Zbl 1539.65154

Expressivity of deep neural networks. (English) Zbl 1523.68080

A spectral radius-based global exponential stability for Clifford-valued recurrent neural networks involving time-varying delays and distributed delays. (English) Zbl 1524.34175

Characterization of anomalous diffusion through convolutional transformers. (English) Zbl 07657033

Generalised latent assimilation in heterogeneous reduced spaces with machine learning surrogate models. (English) Zbl 1534.76069

Convergence and robustness of bounded recurrent neural networks for solving dynamic Lyapunov equations. (English) Zbl 07805398

Finite-time and fixed-time sliding mode control for discontinuous nonidentical recurrent neural networks with time-varying delays. (English) Zbl 1527.93381

Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis. (English) Zbl 1535.74652

The double ratio geometric process for the analysis of recurrent events. (English) Zbl 1523.60145

Multistability analysis of delayed recurrent neural networks with a class of piecewise nonlinear activation functions. (English) Zbl 1525.93304