| 2019 | Multiple-Kernel dictionary learning for reconstruction and clustering of unseen multivariate time-series. | Babak Hosseini, Barbara Hammer |
| 2019 | Nonnegative matrix factorization with polynomial signals via hierarchical alternating least squares. | Ccile Hautecoeur, Franois Glineur |
| 2019 | Fast and reliable architecture selection for convolutional neural networks. | Lukas Hahn, Lutz Roese-Koerner, Klaus Friedrichs, Anton Kummert |
| 2019 | Topic-based historical information selection for personalized sentiment analysis. | Siwen Guo, Sviatlana Hhn, Christoph Schommer |
| 2019 | Deep convolutional neural network for survival estimation of Amyotrophic Lateral Sclerosis patients. | Enrico Grisan, Alessandro Zandon, Barbara Di Camillo |
| 2019 | Using Deep Learning and Evolutionary Algorithms for Time Series Forecasting. | Rafael Thomazi Gonzalez, Dante Augusto Couto Barone |
| 2019 | An evolutionary approach for optimizing weightless neural networks. | Maurizio Giordano, Massimo De Gregorio |
| 2019 | Comparison between DeepESNs and gated RNNs on multivariate time-series prediction. | Claudio Gallicchio, Alessio Micheli, Luca Pedrelli |
| 2019 | Chasing the Echo State Property. | Claudio Gallicchio |
| 2019 | visualizing image classification in fourier domain. | Florian Franzen, Chunrong Yuan |
| 2019 | Deep Embedded SOM: joint representation learning and self-organization. | Florent Forest, Mustapha Lebbah, Hanene Azzag, Jrme Lacaille |
| 2019 | Beta Distribution Drift Detection for Adaptive Classifiers. | Lukas Fleckenstein, Sebastian Kauschke, Johannes Frnkranz |
| 2019 | Prediction of palm oil production with an enhanced n-Tuple Regression Network. | Leopoldo Lusquino Filho, Luiz F. R. Oliveira, Aluizio S. Lima Filho, Gabriel P. Guarisa, Priscila Machado Vieira Lima, Felipe Maia Galvo Frana |
| 2019 | Frequency Domain Transformer Networks for Video Prediction. | Hafez Farazi, Sven Behnke |
| 2019 | Noise helps optimization escape from saddle points in the neural dynamics. | Ying Fang, Zhaofei Yu, Feng Chen |
| 2019 | Learning multimodal fixed-point weights using gradient descent. | Lukas Enderich, Fabian Timm, Lars Rosenbaum, Wolfram Burgard |
| 2019 | Multilingual short text categorization using convolutional neural network. | Liriam Enamoto, Weigang Li |
| 2019 | time series modelling of market price in real-time bidding. | Manxing Du, Christian A. Hammerschmidt, Georgios Varisteas, Radu State, Mats Brorsson, Zhu Zhang |
| 2019 | Fairness and Accountability of Machine Learning Models in Railway Market: are Applicable Railway Laws Up to Regulate Them? | Charlotte Ducuing, Luca Oneto, Renzo Canepa |
| 2019 | LEAP nets for power grid perturbations. | Benjamin Donnot, Balthazar Donon, Isabelle Guyon, Zhengying Liu, Antoine Marot, Patrick Panciatici, Marc Schoenauer |
| 2019 | Preconditioned conjugate gradient algorithms for graph regularized matrix completion. | Shuyu Dong, Pierre-Antoine Absil, Kyle A. Gallivan |
| 2019 | A document detection technique using convolutional neural networks for optical character recognition systems. | Lorand Dobai, Mihai Teletin |
| 2019 | Sparse minimal learning machine using a diversity measure minimization. | Madson Luiz Dantas Dias, Lucas Silva de Sousa, Ajalmar R. da Rocha Neto, Csar L. C. Mattos, Joo P. P. Gomes, Tommi Krkkinen |
| 2019 | Detecting Black-box Adversarial Examples through Nonlinear Dimensionality Reduction. | Francesco Crecchi, Davide Bacciu, Battista Biggio |
| 2019 | Computerized tool for identification and enhanced visualization of Macular Edema regions using OCT scans. | Iago Otero Coto, Plcido Francisco Lizancos Vidal, Joaquim de Moura, Jorge Novo, Marcos Ortega |