Learning deep representations with probabilistic knowledge transfer N Passalis, A Tefas Proceedings of the European Conference on Computer Vision (ECCV), 268-284, 2018 | 454 | 2018 |
Forecasting stock prices from the limit order book using convolutional neural networks A Tsantekidis, N Passalis, A Tefas, J Kanniainen, M Gabbouj, A Iosifidis 19th IEEE Conference on Business Informatics (CBI) 1, 7-12, 2017 | 419 | 2017 |
An all-optical neuron with sigmoid activation function G Mourgias-Alexandris, A Tsakyridis, N Passalis, A Tefas, K Vyrsokinos, ... Optics express 27 (7), 9620-9630, 2019 | 201 | 2019 |
Using deep learning to detect price change indications in financial markets A Tsantekidis, N Passalis, A Tefas, J Kanniainen, M Gabbouj, A Iosifidis 2017 25th European signal processing conference (EUSIPCO), 2511-2515, 2017 | 180 | 2017 |
Deep adaptive input normalization for time series forecasting N Passalis, A Tefas, J Kanniainen, M Gabbouj, A Iosifidis IEEE transactions on neural networks and learning systems 31 (9), 3760-3765, 2019 | 143 | 2019 |
Heterogeneous knowledge distillation using information flow modeling N Passalis, M Tzelepi, A Tefas Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020 | 135 | 2020 |
Probabilistic knowledge transfer for lightweight deep representation learning N Passalis, M Tzelepi, A Tefas IEEE Transactions on Neural Networks and Learning Systems 32 (5), 2030-2039, 2020 | 114 | 2020 |
Using deep learning for price prediction by exploiting stationary limit order book features A Tsantekidis, N Passalis, A Tefas, J Kanniainen, M Gabbouj, A Iosifidis Applied Soft Computing 93, 106401, 2020 | 106 | 2020 |
Femtojoule per MAC neuromorphic photonics: an energy and technology roadmap AR Totović, G Dabos, N Passalis, A Tefas, N Pleros IEEE Journal of selected topics in Quantum Electronics 26 (5), 1-15, 2020 | 93 | 2020 |
Learning Bag-of-Features Pooling for Deep Convolutional Neural Networks N Passalis, A Tefas The IEEE International Conference on Computer Vision (ICCV), 5755-5763, 2017 | 87 | 2017 |
Neuromorphic photonics with coherent linear neurons using dual-IQ modulation cells G Mourgias-Alexandris, A Totović, A Tsakyridis, N Passalis, K Vyrsokinos, ... Journal of Lightwave Technology 38 (4), 811-819, 2020 | 79 | 2020 |
Machine learning for forecasting mid-price movements using limit order book data P Nousi, A Tsantekidis, N Passalis, A Ntakaris, J Kanniainen, A Tefas, ... Ieee Access 7, 64722-64736, 2019 | 67 | 2019 |
Training lightweight deep convolutional neural networks using bag-of-features pooling N Passalis, A Tefas IEEE transactions on neural networks and learning systems 30 (6), 1705-1715, 2018 | 66 | 2018 |
Price trailing for financial trading using deep reinforcement learning A Tsantekidis, N Passalis, AS Toufa, K Saitas-Zarkias, S Chairistanidis, ... IEEE Transactions on neural networks and learning systems 32 (7), 2837-2846, 2020 | 58 | 2020 |
Deep reinforcement learning for financial trading using price trailing KS Zarkias, N Passalis, A Tsantekidis, A Tefas ICASSP 2019-2019 IEEE international conference on acoustics, speech and …, 2019 | 58 | 2019 |
Neural bag-of-features learning N Passalis, A Tefas Pattern Recognition 64, 277-294, 2017 | 54 | 2017 |
Entropy optimized feature-based bag-of-words representation for information retrieval N Passalis, A Tefas IEEE Transactions on Knowledge and Data Engineering 28 (7), 1664-1677, 2016 | 54 | 2016 |
Temporal bag-of-features learning for predicting mid price movements using high frequency limit order book data N Passalis, A Tefas, J Kanniainen, M Gabbouj, A Iosifidis IEEE Transactions on Emerging Topics in Computational Intelligence 4 (6 …, 2018 | 52 | 2018 |
Noise-resilient and high-speed deep learning with coherent silicon photonics G Mourgias-Alexandris, M Moralis-Pegios, A Tsakyridis, S Simos, ... Nature communications 13 (1), 5572, 2022 | 50 | 2022 |
Time-series classification using neural bag-of-features N Passalis, A Tsantekidis, A Tefas, J Kanniainen, M Gabbouj, A Iosifidis 2017 25th European Signal Processing Conference (EUSIPCO), 301-305, 2017 | 50 | 2017 |