Askari, Hossein; Latif, Yasir; Sun, Hongfu MapFlow: latent transition via normalizing flow for unsupervised domain adaptation. (English) Zbl 1518.68288 Mach. Learn. 112, No. 8, 2953-2974 (2023). MSC: 68T05 62H30 68T20 PDFBibTeX XMLCite \textit{H. Askari} et al., Mach. Learn. 112, No. 8, 2953--2974 (2023; Zbl 1518.68288) Full Text: DOI
Cheng, Le; Zhu, Peican; Sun, Wu; Han, Zhen; Tang, Keke; Cui, Xiaodong Time series classification by Euclidean distance-based visibility graph. (English) Zbl 07723552 Physica A 625, Article ID 129010, 14 p. (2023). MSC: 82-XX PDFBibTeX XMLCite \textit{L. Cheng} et al., Physica A 625, Article ID 129010, 14 p. (2023; Zbl 07723552) Full Text: DOI
Bittracher, Andreas; Mollenhauer, Mattes; Koltai, Péter; Schütte, Christof Optimal reaction coordinates: variational characterization and sparse computation. (English) Zbl 07705311 Multiscale Model. Simul. 21, No. 2, 449-488 (2023). Reviewer: Mikhail P. Moklyachuk (Kyïv) MSC: 60G25 60J25 65K10 62D99 PDFBibTeX XMLCite \textit{A. Bittracher} et al., Multiscale Model. Simul. 21, No. 2, 449--488 (2023; Zbl 07705311) Full Text: DOI arXiv
Ivek, Tomislav; Vlah, Domagoj Reconstruction of incomplete wildfire data using deep generative models. (English) Zbl 07685220 Extremes 26, No. 2, 251-271 (2023). MSC: 62Exx PDFBibTeX XMLCite \textit{T. Ivek} and \textit{D. Vlah}, Extremes 26, No. 2, 251--271 (2023; Zbl 07685220) Full Text: DOI arXiv
Chen, Xiangna; Liu, Feiyi; Chen, Shiyang; Shen, Jianmin; Deng, Weibing; Papp, Gábor; Li, Wei; Yang, Chunbin Study of phase transition of Potts model with domain adversarial neural network. (English) Zbl 1521.82034 Physica A 617, Article ID 128666, 14 p. (2023). MSC: 82M99 82B26 68T07 PDFBibTeX XMLCite \textit{X. Chen} et al., Physica A 617, Article ID 128666, 14 p. (2023; Zbl 1521.82034) Full Text: DOI arXiv
Eidel, Bernhard Deep CNNs as universal predictors of elasticity tensors in homogenization. (English) Zbl 07644197 Comput. Methods Appl. Mech. Eng. 403, Part A, Article ID 115741, 31 p. (2023). MSC: 74-XX 82-XX PDFBibTeX XMLCite \textit{B. Eidel}, Comput. Methods Appl. Mech. Eng. 403, Part A, Article ID 115741, 31 p. (2023; Zbl 07644197) Full Text: DOI
Cui, Xiaonan; Hu, Dinghan; Lin, Peng; Cao, Jiuwen; Lai, Xiaoping; Wang, Tianlei; Jiang, Tiejia; Gao, Feng Deep feature fusion based childhood epilepsy syndrome classification from electroencephalogram. (English) Zbl 1525.92036 Neural Netw. 150, 313-325 (2022). MSC: 92C55 PDFBibTeX XMLCite \textit{X. Cui} et al., Neural Netw. 150, 313--325 (2022; Zbl 1525.92036) Full Text: DOI
Deng, Xiang; Zhang, Zhongfei Sparsity-control ternary weight networks. (English) Zbl 1521.68181 Neural Netw. 145, 221-232 (2022). MSC: 68T07 62H30 68U10 PDFBibTeX XMLCite \textit{X. Deng} and \textit{Z. Zhang}, Neural Netw. 145, 221--232 (2022; Zbl 1521.68181) Full Text: DOI arXiv
Petrini, Leonardo; Favero, Alessandro; Geiger, Mario; Wyart, Matthieu Relative stability toward diffeomorphisms indicates performance in deep nets. (English) Zbl 07632730 J. Stat. Mech. Theory Exp. 2022, No. 11, Article ID 114013, 29 p. (2022). MSC: 82-XX PDFBibTeX XMLCite \textit{L. Petrini} et al., J. Stat. Mech. Theory Exp. 2022, No. 11, Article ID 114013, 29 p. (2022; Zbl 07632730) Full Text: DOI arXiv
Favero, Alessandro; Cagnetta, Francesco; Wyart, Matthieu Locality defeats the curse of dimensionality in convolutional teacher-student scenarios. (English) Zbl 07632729 J. Stat. Mech. Theory Exp. 2022, No. 11, Article ID 114012, 40 p. (2022). MSC: 82-XX PDFBibTeX XMLCite \textit{A. Favero} et al., J. Stat. Mech. Theory Exp. 2022, No. 11, Article ID 114012, 40 p. (2022; Zbl 07632729) Full Text: DOI arXiv
d’Ascoli, Stéphane; Touvron, Hugo; Leavitt, Matthew L.; Morcos, Ari S.; Biroli, Giulio; Sagun, Levent Convit: improving vision transformers with soft convolutional inductive biases. (English) Zbl 07632722 J. Stat. Mech. Theory Exp. 2022, No. 11, Article ID 114005, 27 p. (2022). MSC: 82-XX PDFBibTeX XMLCite \textit{S. d'Ascoli} et al., J. Stat. Mech. Theory Exp. 2022, No. 11, Article ID 114005, 27 p. (2022; Zbl 07632722) Full Text: DOI arXiv
Refinetti, Maria; d’Ascoli, Stéphane; Ohana, Ruben; Goldt, Sebastian Align, then memorise: the dynamics of learning with feedback alignment. (English) Zbl 1508.68309 J. Phys. A, Math. Theor. 55, No. 4, Article ID 044002, 24 p. (2022). MSC: 68T07 68T05 PDFBibTeX XMLCite \textit{M. Refinetti} et al., J. Phys. A, Math. Theor. 55, No. 4, Article ID 044002, 24 p. (2022; Zbl 1508.68309) Full Text: DOI arXiv
Li, Jian; Liu, Yong; Wang, Weiping Convolutional spectral kernel learning with generalization guarantees. (English) Zbl 1518.68306 Artif. Intell. 313, Article ID 103803, 23 p. (2022). MSC: 68T05 62H30 68T07 PDFBibTeX XMLCite \textit{J. Li} et al., Artif. Intell. 313, Article ID 103803, 23 p. (2022; Zbl 1518.68306) Full Text: DOI
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 PDFBibTeX XMLCite \textit{F. Huang} et al., Physica A 605, Article ID 128067, 12 p. (2022; Zbl 1500.82012) Full Text: DOI
Chen, Hengjie; Li, Zhong A note on the applications of one primary function in deep neural networks. (English) Zbl 1517.41006 Int. J. Wavelets Multiresolut. Inf. Process. 20, No. 4, Article ID 2150058, 18 p. (2022). MSC: 41A30 41A25 68T07 82C32 92B20 PDFBibTeX XMLCite \textit{H. Chen} and \textit{Z. Li}, Int. J. Wavelets Multiresolut. Inf. Process. 20, No. 4, Article ID 2150058, 18 p. (2022; Zbl 1517.41006) Full Text: DOI
Grementieri, Luca; Fioresi, Rita Model-centric data manifold: the data through the eyes of the model. (English) Zbl 1523.68079 SIAM J. Imaging Sci. 15, No. 3, 1140-1156 (2022). MSC: 68T07 53B12 53B20 68T09 PDFBibTeX XMLCite \textit{L. Grementieri} and \textit{R. Fioresi}, SIAM J. Imaging Sci. 15, No. 3, 1140--1156 (2022; Zbl 1523.68079) Full Text: DOI arXiv
Tekalp, A. Murat Deep learning for image/video restoration and super-resolution. (English) Zbl 1515.68280 Found. Trends Comput. Graph. Vis. 13, No. 1, 1-110 (2022). MSC: 68T07 68U10 94A08 PDFBibTeX XMLCite \textit{A. M. Tekalp}, Found. Trends Comput. Graph. Vis. 13, No. 1, 1--110 (2022; Zbl 1515.68280) Full Text: DOI
Bos, Thijs; Schmidt-Hieber, Johannes Convergence rates of deep ReLU networks for multiclass classification. (English) Zbl 1493.62156 Electron. J. Stat. 16, No. 1, 2724-2773 (2022). MSC: 62G05 62H30 68T07 PDFBibTeX XMLCite \textit{T. Bos} and \textit{J. Schmidt-Hieber}, Electron. J. Stat. 16, No. 1, 2724--2773 (2022; Zbl 1493.62156) Full Text: DOI arXiv Link
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 PDFBibTeX XMLCite \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
Lafabregue, Baptiste; Weber, Jonathan; Gançarski, Pierre; Forestier, Germain End-to-end deep representation learning for time series clustering: a comparative study. (English) Zbl 1494.68242 Data Min. Knowl. Discov. 36, No. 1, 29-81 (2022). MSC: 68T07 62H30 62M10 PDFBibTeX XMLCite \textit{B. Lafabregue} et al., Data Min. Knowl. Discov. 36, No. 1, 29--81 (2022; Zbl 1494.68242) Full Text: DOI HAL
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 PDFBibTeX XMLCite \textit{R. Gribonval} et al., Constr. Approx. 55, No. 1, 259--367 (2022; Zbl 1491.82017) Full Text: DOI arXiv
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 PDFBibTeX XMLCite \textit{I. Daubechies} et al., Constr. Approx. 55, No. 1, 127--172 (2022; Zbl 1501.41003) Full Text: DOI arXiv
Zhu, Linhe; He, Le Two different approaches for parameter identification in a spatial-temporal rumor propagation model based on Turing patterns. (English) Zbl 1482.91170 Commun. Nonlinear Sci. Numer. Simul. 107, Article ID 106174, 21 p. (2022). MSC: 91D30 68T07 PDFBibTeX XMLCite \textit{L. Zhu} and \textit{L. He}, Commun. Nonlinear Sci. Numer. Simul. 107, Article ID 106174, 21 p. (2022; Zbl 1482.91170) Full Text: DOI
Guo, Shunxin; Zhao, Hong; Yang, Wenyuan Hierarchical feature selection with multi-granularity clustering structure. (English) Zbl 1527.68176 Inf. Sci. 568, 448-462 (2021). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{S. Guo} et al., Inf. Sci. 568, 448--462 (2021; Zbl 1527.68176) Full Text: DOI
Hu, Weibo; Chen, Chuan; Ye, Fanghua; Zheng, Zibin; Du, Yunfei Learning deep discriminative representations with pseudo supervision for image clustering. (English) Zbl 1527.68182 Inf. Sci. 568, 199-215 (2021). MSC: 68T05 62H30 62H35 68T45 PDFBibTeX XMLCite \textit{W. Hu} et al., Inf. Sci. 568, 199--215 (2021; Zbl 1527.68182) Full Text: DOI
Srinivasan, Vignesh; Rohrer, Csaba; Marban, Arturo; Müller, Klaus-Robert; Samek, Wojciech; Nakajima, Shinichi Robustifying models against adversarial attacks by Langevin dynamics. (English) Zbl 1521.68201 Neural Netw. 137, 1-17 (2021). MSC: 68T07 65C05 82C31 PDFBibTeX XMLCite \textit{V. Srinivasan} et al., Neural Netw. 137, 1--17 (2021; Zbl 1521.68201) Full Text: DOI arXiv
Mahon, Louis; Lukasiewicz, Thomas Selective pseudo-label clustering. (English) Zbl 1519.68227 Edelkamp, Stefan (ed.) et al., KI 2021: advances in artificial intelligence. 44th German conference on AI, virtual event, September 27 – October 1, 2021. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12873, 158-178 (2021). MSC: 68T07 62H30 PDFBibTeX XMLCite \textit{L. Mahon} and \textit{T. Lukasiewicz}, Lect. Notes Comput. Sci. 12873, 158--178 (2021; Zbl 1519.68227) Full Text: DOI arXiv
Han, Wang Molecular modeling by machine learning. (Molecular modeling by machin learning.) (Chinese. English summary) Zbl 1513.68046 Math. Numer. Sin. 43, No. 3, 261-278 (2021). MSC: 68T05 74A25 81V55 PDFBibTeX XMLCite \textit{W. Han}, Math. Numer. Sin. 43, No. 3, 261--278 (2021; Zbl 1513.68046) Full Text: DOI
Hernández, Quercus; Badías, Alberto; González, David; Chinesta, Francisco; Cueto, Elías Structure-preserving neural networks. (English) Zbl 07510064 J. Comput. Phys. 426, Article ID 109950, 16 p. (2021). MSC: 82-XX 83-XX PDFBibTeX XMLCite \textit{Q. Hernández} et al., J. Comput. Phys. 426, Article ID 109950, 16 p. (2021; Zbl 07510064) Full Text: DOI arXiv Link
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 PDFBibTeX XMLCite \textit{K. F. Hussain} et al., Probab. Eng. Inf. Sci. 35, No. 1, 51--61 (2021; Zbl 1484.62076) Full Text: DOI arXiv
Fioresi, Rita; Faglioni, Francesco; Morri, Francesco; Squadrani, Lorenzo On the thermodynamic interpretation of deep learning systems. (English) Zbl 07495292 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, 909-917 (2021). MSC: 68T07 80-XX PDFBibTeX XMLCite \textit{R. Fioresi} et al., Lect. Notes Comput. Sci. 12829, 909--917 (2021; Zbl 07495292) Full Text: DOI
Giunchiglia, Eleonora; Lukasiewicz, Thomas Multi-label classification neural networks with hard logical constraints. (English) Zbl 1522.68454 J. Artif. Intell. Res. (JAIR) 72, 759-818 (2021). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{E. Giunchiglia} and \textit{T. Lukasiewicz}, J. Artif. Intell. Res. (JAIR) 72, 759--818 (2021; Zbl 1522.68454) Full Text: DOI arXiv
Berlyand, Leonid; Jabin, Pierre-Emmanuel; Safsten, C. Alex Stability for the training of deep neural networks and other classifiers. (English) Zbl 1524.68308 Math. Models Methods Appl. Sci. 31, No. 11, 2345-2390 (2021). MSC: 68T07 62H30 PDFBibTeX XMLCite \textit{L. Berlyand} et al., Math. Models Methods Appl. Sci. 31, No. 11, 2345--2390 (2021; Zbl 1524.68308) Full Text: DOI arXiv
Oostwal, Elisa; Straat, Michiel; Biehl, Michael Hidden unit specialization in layered neural networks: ReLU vs. sigmoidal activation. (English) Zbl 07459771 Physica A 564, Article ID 125517, 14 p. (2021). MSC: 82-XX PDFBibTeX XMLCite \textit{E. Oostwal} et al., Physica A 564, Article ID 125517, 14 p. (2021; Zbl 07459771) Full Text: DOI arXiv
Nakkiran, Preetum; Kaplun, Gal; Bansal, Yamini; Yang, Tristan; Barak, Boaz; Sutskever, Ilya Deep double descent: where bigger models and more data hurt. (English) Zbl 07451713 J. Stat. Mech. Theory Exp. 2021, No. 12, Article ID 124003, 32 p. (2021). MSC: 82-XX PDFBibTeX XMLCite \textit{P. Nakkiran} et al., J. Stat. Mech. Theory Exp. 2021, No. 12, Article ID 124003, 32 p. (2021; Zbl 07451713) Full Text: DOI arXiv
d’Ascoli, Stéphane; Sagun, Levent; Biroli, Giulio Triple descent and the two kinds of overfitting: where and why do they appear? (English) Zbl 07451712 J. Stat. Mech. Theory Exp. 2021, No. 12, Article ID 124002, 21 p. (2021). MSC: 82-XX PDFBibTeX XMLCite \textit{S. d'Ascoli} et al., J. Stat. Mech. Theory Exp. 2021, No. 12, Article ID 124002, 21 p. (2021; Zbl 07451712) Full Text: DOI arXiv
Ye, Han-Jia; Hu, Hexiang; Zhan, De-Chuan Learning adaptive classifiers synthesis for generalized few-shot learning. (English) Zbl 1483.68451 Int. J. Comput. Vis. 129, No. 6, 1930-1953 (2021). MSC: 68T45 62H30 68T05 PDFBibTeX XMLCite \textit{H.-J. Ye} et al., Int. J. Comput. Vis. 129, No. 6, 1930--1953 (2021; Zbl 1483.68451) Full Text: DOI arXiv
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 PDFBibTeX XMLCite \textit{J. Zhang} et al., Commun. Appl. Math. Comput. 3, No. 2, 313--335 (2021; Zbl 1476.68242) Full Text: DOI arXiv
Liang, Senwei; Khoo, Yuehaw; Yang, Haizhao Drop-activation: implicit parameter reduction and harmonious regularization. (English) Zbl 1477.68280 Commun. Appl. Math. Comput. 3, No. 2, 293-311 (2021). MSC: 68T07 62H30 62H35 68U10 PDFBibTeX XMLCite \textit{S. Liang} et al., Commun. Appl. Math. Comput. 3, No. 2, 293--311 (2021; Zbl 1477.68280) Full Text: DOI arXiv
Wang, Li; Yan, Zhenya Data-driven rogue waves and parameter discovery in the defocusing nonlinear Schrödinger equation with a potential using the PINN deep learning. (English) Zbl 07409914 Phys. Lett., A 404, Article ID 127408, 7 p. (2021). MSC: 81-XX 82-XX PDFBibTeX XMLCite \textit{L. Wang} and \textit{Z. Yan}, Phys. Lett., A 404, Article ID 127408, 7 p. (2021; Zbl 07409914) Full Text: DOI arXiv
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 PDFBibTeX XMLCite \textit{M. Wen} et al., Stat. Sin. 31, No. 3, 1397--1414 (2021; Zbl 1479.62083) Full Text: DOI
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 PDFBibTeX XMLCite \textit{J. Nam} et al., Phys. Lett., A 387, Article ID 127005, 8 p. (2021; Zbl 1482.82049) Full Text: DOI
Zhang, Ningshan; Mohri, Mehryar; Hoffman, Judy Multiple-source adaptation theory and algorithms. (English) Zbl 1490.68194 Ann. Math. Artif. Intell. 89, No. 3-4, 237-270 (2021); addendum ibid. 90, No. 6, 569-572 (2022). MSC: 68T05 62B10 PDFBibTeX XMLCite \textit{N. Zhang} et al., Ann. Math. Artif. Intell. 89, No. 3--4, 237--270 (2021; Zbl 1490.68194) Full Text: DOI
Gambella, Claudio; Ghaddar, Bissan; Naoum-Sawaya, Joe Optimization problems for machine learning: a survey. (English) Zbl 1487.90004 Eur. J. Oper. Res. 290, No. 3, 807-828 (2021). MSC: 90-08 68T05 68T07 62H30 90-02 PDFBibTeX XMLCite \textit{C. Gambella} et al., Eur. J. Oper. Res. 290, No. 3, 807--828 (2021; Zbl 1487.90004) Full Text: DOI arXiv
Khatri, Rajendra K. C.; Caseria, Brendan J.; Lou, Yifei; Xiao, Guanghua; Cao, Yan Automatic extraction of cell nuclei using dilated convolutional network. (English) Zbl 1466.62413 Inverse Probl. Imaging 15, No. 1, 27-40 (2021). MSC: 62P10 62H30 62H35 68T10 PDFBibTeX XMLCite \textit{R. K. C. Khatri} et al., Inverse Probl. Imaging 15, No. 1, 27--40 (2021; Zbl 1466.62413) Full Text: DOI
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 PDFBibTeX XMLCite \textit{Y. Jin} et al., Data Min. Knowl. Discov. 35, No. 2, 505--532 (2021; Zbl 1478.62283) Full Text: DOI arXiv
Ghods, Alireza; Cook, Diane J. A survey of deep network techniques all classifiers can adopt. (English) Zbl 1472.68173 Data Min. Knowl. Discov. 35, No. 1, 46-87 (2021). MSC: 68T07 62H30 PDFBibTeX XMLCite \textit{A. Ghods} and \textit{D. J. Cook}, Data Min. Knowl. Discov. 35, No. 1, 46--87 (2021; Zbl 1472.68173) Full Text: DOI Link
Vidnerová, Petra; Neruda, Roman Vulnerability of classifiers to evolutionary generated adversarial examples. (English) Zbl 1468.68175 Neural Netw. 127, 168-181 (2020). MSC: 68T05 62H30 68W50 PDFBibTeX XMLCite \textit{P. Vidnerová} and \textit{R. Neruda}, Neural Netw. 127, 168--181 (2020; Zbl 1468.68175) Full Text: DOI
Vignotto, Edoardo; Engelke, Sebastian Extreme value theory for anomaly detection – the GPD classifier. (English) Zbl 1469.62256 Extremes 23, No. 4, 501-520 (2020). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 62G32 62H30 68T05 PDFBibTeX XMLCite \textit{E. Vignotto} and \textit{S. Engelke}, Extremes 23, No. 4, 501--520 (2020; Zbl 1469.62256) Full Text: DOI
Teichert, G. H.; Natarajan, A. R.; Van der Ven, A.; Garikipati, K. Scale bridging materials physics: active learning workflows and integrable deep neural networks for free energy function representations in alloys. (English) Zbl 1506.74241 Comput. Methods Appl. Mech. Eng. 371, Article ID 113281, 19 p. (2020). MSC: 74N15 82C32 PDFBibTeX XMLCite \textit{G. H. Teichert} et al., Comput. Methods Appl. Mech. Eng. 371, Article ID 113281, 19 p. (2020; Zbl 1506.74241) Full Text: DOI arXiv
Shen, Wen; Wei, Zhihua; Li, Qianwen; Zhang, Hongyun; Miao, Duoqian Three-way decisions based blocking reduction models in hierarchical classification. (English) Zbl 1458.68182 Inf. Sci. 523, 63-76 (2020). MSC: 68T05 62H30 68T37 PDFBibTeX XMLCite \textit{W. Shen} et al., Inf. Sci. 523, 63--76 (2020; Zbl 1458.68182) Full Text: DOI
Lee, Jaehoon; Xiao, Lechao; Schoenholz, Samuel S.; Bahri, Yasaman; Novak, Roman; Sohl-Dickstein, Jascha; Pennington, Jeffrey Wide neural networks of any depth evolve as linear models under gradient descent. (English) Zbl 07330523 J. Stat. Mech. Theory Exp. 2020, No. 12, Article ID 124002, 15 p. (2020). MSC: 82-XX PDFBibTeX XMLCite \textit{J. Lee} et al., J. Stat. Mech. Theory Exp. 2020, No. 12, Article ID 124002, 15 p. (2020; Zbl 07330523) Full Text: DOI arXiv
Geiger, Mario; Jacot, Arthur; Spigler, Stefano; Gabriel, Franck; Sagun, Levent; d’Ascoli, Stéphane; Biroli, Giulio; Hongler, Clément; Wyart, Matthieu Scaling description of generalization with number of parameters in deep learning. (English) Zbl 1459.82250 J. Stat. Mech. Theory Exp. 2020, No. 2, Article ID 023401, 23 p. (2020). MSC: 82C32 68T05 PDFBibTeX XMLCite \textit{M. Geiger} et al., J. Stat. Mech. Theory Exp. 2020, No. 2, Article ID 023401, 23 p. (2020; Zbl 1459.82250) Full Text: DOI arXiv
Liu, Fanghui; Huang, Xiaolin; Gong, Chen; Yang, Jie; Li, Li Learning data-adaptive non-parametric kernels. (English) Zbl 07306897 J. Mach. Learn. Res. 21, Paper No. 208, 39 p. (2020). MSC: 68T05 62H30 90C90 PDFBibTeX XMLCite \textit{F. Liu} et al., J. Mach. Learn. Res. 21, Paper No. 208, 39 p. (2020; Zbl 07306897) Full Text: arXiv Link
Khandagale, Sujay; Xiao, Han; Babbar, Rohit Bonsai: diverse and shallow trees for extreme multi-label classification. (English) Zbl 1523.68062 Mach. Learn. 109, No. 11, 2099-2119 (2020). MSC: 68T05 62H30 68T20 PDFBibTeX XMLCite \textit{S. Khandagale} et al., Mach. Learn. 109, No. 11, 2099--2119 (2020; Zbl 1523.68062) Full Text: DOI arXiv
Schmidt-Hieber, Johannes Nonparametric regression using deep neural networks with ReLU activation function. (English) Zbl 1459.62059 Ann. Stat. 48, No. 4, 1875-1897 (2020); correction ibid. 52, No. 1, 413-414 (2024). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 62G08 62M45 62C20 42C40 68T07 PDFBibTeX XMLCite \textit{J. Schmidt-Hieber}, Ann. Stat. 48, No. 4, 1875--1897 (2020; Zbl 1459.62059) Full Text: DOI arXiv Euclid
Wiese, Magnus; Knobloch, Robert; Korn, Ralf; Kretschmer, Peter Quant GANs: deep generation of financial time series. (English) Zbl 1454.91366 Quant. Finance 20, No. 9, 1419-1440 (2020). MSC: 91G70 91G80 62M10 PDFBibTeX XMLCite \textit{M. Wiese} et al., Quant. Finance 20, No. 9, 1419--1440 (2020; Zbl 1454.91366) Full Text: DOI arXiv
Dempster, Angus; Petitjean, François; Webb, Geoffrey I. ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels. (English) Zbl 1460.62144 Data Min. Knowl. Discov. 34, No. 5, 1454-1495 (2020). MSC: 62M10 62M45 62H30 62R07 60G60 62-08 68T05 PDFBibTeX XMLCite \textit{A. Dempster} et al., Data Min. Knowl. Discov. 34, No. 5, 1454--1495 (2020; Zbl 1460.62144) Full Text: DOI arXiv
Schnörr, Christoph Assignment flows. (English) Zbl 1512.37099 Grohs, Philipp (ed.) et al., Handbook of variational methods for nonlinear geometric data. Cham: Springer. 235-260 (2020). MSC: 37M99 53B12 62B11 68T05 68T09 PDFBibTeX XMLCite \textit{C. Schnörr}, in: Handbook of variational methods for nonlinear geometric data. Cham: Springer. 235--260 (2020; Zbl 1512.37099) Full Text: DOI
Zheng, Qinghe; Yang, Mingqiang; Tian, Xinyu; Jiang, Nan; Wang, Deqiang A full stage data augmentation method in deep convolutional neural network for natural image classification. (English) Zbl 1496.68292 Discrete Dyn. Nat. Soc. 2020, Article ID 4706576, 11 p. (2020). MSC: 68T07 62H30 68T45 68U10 PDFBibTeX XMLCite \textit{Q. Zheng} et al., Discrete Dyn. Nat. Soc. 2020, Article ID 4706576, 11 p. (2020; Zbl 1496.68292) Full Text: DOI
Gahrooei, Mostafa Reisi; Yan, Hao; Paynabar, Kamran Comments on: “On active learning methods for manifold data”. (English) Zbl 1439.62262 Test 29, No. 1, 38-41 (2020). MSC: 62R30 62H30 62K05 60G15 68T05 PDFBibTeX XMLCite \textit{M. R. Gahrooei} et al., Test 29, No. 1, 38--41 (2020; Zbl 1439.62262) Full Text: DOI
van Engelen, Jesper E.; Hoos, Holger H. A survey on semi-supervised learning. (English) Zbl 1441.68215 Mach. Learn. 109, No. 2, 373-440 (2020). MSC: 68T05 62H30 68-02 PDFBibTeX XMLCite \textit{J. E. van Engelen} and \textit{H. H. Hoos}, Mach. Learn. 109, No. 2, 373--440 (2020; Zbl 1441.68215) Full Text: DOI
Ismail Fawaz, Hassan; Forestier, Germain; Weber, Jonathan; Idoumghar, Lhassane; Muller, Pierre-Alain Deep learning for time series classification: a review. (English) Zbl 1458.68196 Data Min. Knowl. Discov. 33, No. 4, 917-963 (2019). MSC: 68T07 62H30 62M10 PDFBibTeX XMLCite \textit{H. Ismail Fawaz} et al., Data Min. Knowl. Discov. 33, No. 4, 917--963 (2019; Zbl 1458.68196) Full Text: DOI arXiv
Zellinger, Werner; Moser, Bernhard A.; Grubinger, Thomas; Lughofer, Edwin; Natschläger, Thomas; Saminger-Platz, Susanne Robust unsupervised domain adaptation for neural networks via moment alignment. (English) Zbl 1448.68383 Inf. Sci. 483, 174-191 (2019). MSC: 68T05 62H30 68T10 PDFBibTeX XMLCite \textit{W. Zellinger} et al., Inf. Sci. 483, 174--191 (2019; Zbl 1448.68383) Full Text: DOI arXiv
Wang, Yidan; Yang, Liming; Yuan, Chao A robust outlier control framework for classification designed with family of homotopy loss function. (English) Zbl 1435.68286 Neural Netw. 112, 41-53 (2019). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{Y. Wang} et al., Neural Netw. 112, 41--53 (2019; Zbl 1435.68286) Full Text: DOI
Shafieezadeh-Abadeh, Soroosh; Kuhn, Daniel; Esfahani, Peyman Mohajerin Regularization via mass transportation. (English) Zbl 1434.68450 J. Mach. Learn. Res. 20, Paper No. 103, 68 p. (2019). MSC: 68T05 60B10 62F35 62H30 62J05 PDFBibTeX XMLCite \textit{S. Shafieezadeh-Abadeh} et al., J. Mach. Learn. Res. 20, Paper No. 103, 68 p. (2019; Zbl 1434.68450) Full Text: arXiv Link
He, Bo; Song, Yan; Zhu, Yuemei; Sha, Qixin; Shen, Yue; Yan, Tianhong; Nian, Rui; Lendasse, Amaury Local receptive fields based extreme learning machine with hybrid filter kernels for image classification. (English) Zbl 1429.94012 Multidimensional Syst. Signal Process. 30, No. 3, 1149-1169 (2019). MSC: 94A08 62H30 68T10 PDFBibTeX XMLCite \textit{B. He} et al., Multidimensional Syst. Signal Process. 30, No. 3, 1149--1169 (2019; Zbl 1429.94012) Full Text: DOI
Chung, Sueyeon; Cohen, Uri; Sompolinsky, Haim; Lee, Daniel D. Learning data manifolds with a cutting plane method. (English) Zbl 1472.68132 Neural Comput. 30, No. 10, 2593-2615 (2018). MSC: 68T05 62H30 62R30 90C90 PDFBibTeX XMLCite \textit{S. Chung} et al., Neural Comput. 30, No. 10, 2593--2615 (2018; Zbl 1472.68132) Full Text: DOI arXiv
Olhede, S. C.; Wolfe, P. J. The growing ubiquity of algorithms in society: implications, impacts and innovations. (English) Zbl 1425.01125 Philos. Trans. R. Soc. Lond., A, Math. Phys. Eng. Sci. 376, No. 2128, Article ID 20170364, 16 p. (2018). MSC: 01A80 68-03 62-03 62H30 68T05 62-07 PDFBibTeX XMLCite \textit{S. C. Olhede} and \textit{P. J. Wolfe}, Philos. Trans. R. Soc. Lond., A, Math. Phys. Eng. Sci. 376, No. 2128, Article ID 20170364, 16 p. (2018; Zbl 1425.01125) Full Text: DOI
Chaudhari, Pratik; Oberman, Adam; Osher, Stanley; Soatto, Stefano; Carlier, Guillaume Deep relaxation: partial differential equations for optimizing deep neural networks. (English) Zbl 1427.82032 Res. Math. Sci. 5, No. 3, Paper No. 30, 30 p. (2018). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 92B20 35D40 35Q53 93E20 65K10 PDFBibTeX XMLCite \textit{P. Chaudhari} et al., Res. Math. Sci. 5, No. 3, Paper No. 30, 30 p. (2018; Zbl 1427.82032) Full Text: DOI arXiv
Menon, Aditya Krishna; van Rooyen, Brendan; Natarajan, Nagarajan Learning from binary labels with instance-dependent noise. (English) Zbl 1475.68286 Mach. Learn. 107, No. 8-10, 1561-1595 (2018). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{A. K. Menon} et al., Mach. Learn. 107, No. 8--10, 1561--1595 (2018; Zbl 1475.68286) Full Text: DOI
Vural, Elif; Guillemot, Christine A study of the classification of low-dimensional data with supervised manifold learning. (English) Zbl 1467.68153 J. Mach. Learn. Res. 18(2017-2018), Paper No. 157, 55 p. (2018). MSC: 68T05 62H11 62H30 PDFBibTeX XMLCite \textit{E. Vural} and \textit{C. Guillemot}, J. Mach. Learn. Res. 18, Paper No. 157, 55 p. (2018; Zbl 1467.68153) Full Text: arXiv Link
Muggleton, Stephen; Dai, Wang-Zhou; Sammut, Claude; Tamaddoni-Nezhad, Alireza; Wen, Jing; Zhou, Zhi-Hua Meta-interpretive learning from noisy images. (English) Zbl 1461.68190 Mach. Learn. 107, No. 7, 1097-1118 (2018). MSC: 68T05 62H30 68N17 68T40 68T45 PDFBibTeX XMLCite \textit{S. Muggleton} et al., Mach. Learn. 107, No. 7, 1097--1118 (2018; Zbl 1461.68190) Full Text: DOI
Yin, Penghang; Xin, Jack; Qi, Yingyong Linear feature transform and enhancement of classification on deep neural network. (English) Zbl 1484.68210 J. Sci. Comput. 76, No. 3, 1396-1406 (2018). MSC: 68T07 15A04 62H25 62H30 90C25 PDFBibTeX XMLCite \textit{P. Yin} et al., J. Sci. Comput. 76, No. 3, 1396--1406 (2018; Zbl 1484.68210) 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
Schäfer, Dirk; Hüllermeier, Eyke Dyad ranking using Plackett-Luce models based on joint feature representations. (English) Zbl 1464.62232 Mach. Learn. 107, No. 5, 903-941 (2018). MSC: 62F07 62M45 68T05 PDFBibTeX XMLCite \textit{D. Schäfer} and \textit{E. Hüllermeier}, Mach. Learn. 107, No. 5, 903--941 (2018; Zbl 1464.62232) Full Text: DOI
Berlyand, Leonid; Jabin, Pierre-Emmanuel On the convergence of formally diverging neural net-based classifiers. (Convergence de classifieurs par réseaux de neurones formellement divergents.) (English. Abridged French version) Zbl 1390.68516 C. R., Math., Acad. Sci. Paris 356, No. 4, 395-405 (2018). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{L. Berlyand} and \textit{P.-E. Jabin}, C. R., Math., Acad. Sci. Paris 356, No. 4, 395--405 (2018; Zbl 1390.68516) Full Text: DOI
Wang, Linnan; Yang, Yi; Min, Renqiang; Chakradhar, Srimat Accelerating deep neural network training with inconsistent stochastic gradient descent. (English) Zbl 1429.68259 Neural Netw. 93, 219-229 (2017). MSC: 68T07 PDFBibTeX XMLCite \textit{L. Wang} et al., Neural Netw. 93, 219--229 (2017; Zbl 1429.68259) Full Text: DOI arXiv
Lisani, Jose-Luis; Ramis, Silvia; Perales, Francisco J. A contrario detection of faces: a case example. (English) Zbl 1451.94012 SIAM J. Imaging Sci. 10, No. 4, 2091-2118 (2017). MSC: 94A08 68T05 68T45 62F03 PDFBibTeX XMLCite \textit{J.-L. Lisani} et al., SIAM J. Imaging Sci. 10, No. 4, 2091--2118 (2017; Zbl 1451.94012) Full Text: DOI
Yu, Yaoliang; Zhang, Xinhua; Schuurmans, Dale Generalized conditional gradient for sparse estimation. (English) Zbl 1444.62084 J. Mach. Learn. Res. 18(2017-2018), Paper No. 144, 46 p. (2017). MSC: 62H30 68T05 PDFBibTeX XMLCite \textit{Y. Yu} et al., J. Mach. Learn. Res. 18, Paper No. 144, 46 p. (2017; Zbl 1444.62084) Full Text: arXiv Link
Phan, NhatHai; Wu, Xintao; Dou, Dejing Preserving differential privacy in convolutional deep belief networks. (English) Zbl 1455.68192 Mach. Learn. 106, No. 9-10, 1681-1704 (2017). MSC: 68T07 62H30 62P10 68P27 68T10 PDFBibTeX XMLCite \textit{N. Phan} et al., Mach. Learn. 106, No. 9--10, 1681--1704 (2017; Zbl 1455.68192) Full Text: DOI arXiv
Gómez, David; Rojas, Alfonso An empirical overview of the no free lunch theorem and its effect on real-world machine learning classification. (English) Zbl 1454.68121 Neural Comput. 28, No. 1, 216-228 (2016). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{D. Gómez} and \textit{A. Rojas}, Neural Comput. 28, No. 1, 216--228 (2016; Zbl 1454.68121) Full Text: DOI
Long, Chengjiang; Hua, Gang; Kapoor, Ashish A joint Gaussian process model for active visual recognition with expertise estimation in crowdsourcing. (English) Zbl 1398.68450 Int. J. Comput. Vis. 116, No. 2, 136-160 (2016). MSC: 68T05 62H30 68T45 PDFBibTeX XMLCite \textit{C. Long} et al., Int. J. Comput. Vis. 116, No. 2, 136--160 (2016; Zbl 1398.68450) Full Text: DOI Link
Gupta, Maya R.; Bengio, Samy; Weston, Jason Training highly multiclass classifiers. (English) Zbl 1318.68143 J. Mach. Learn. Res. 15, 1461-1492 (2014). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{M. R. Gupta} et al., J. Mach. Learn. Res. 15, 1461--1492 (2014; Zbl 1318.68143) Full Text: Link