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Manuel Lopez-Martin
Manuel Lopez-Martin
Machine Learning Senior Scientist, Repsol Advanced Mathematics Group, Spain
Verified email at acm.org - Homepage
Title
Cited by
Cited by
Year
Network traffic classifier with convolutional and recurrent neural networks for Internet of Things
M Lopez-Martin, B Carro, A Sanchez-Esguevillas, J Lloret
IEEE access 5, 18042-18050, 2017
6962017
Conditional variational autoencoder for prediction and feature recovery applied to intrusion detection in iot
M Lopez-Martin, B Carro, A Sanchez-Esguevillas, J Lloret
Sensors 17 (9), 1967, 2017
2982017
Application of deep reinforcement learning to intrusion detection for supervised problems
M Lopez-Martin, B Carro, A Sanchez-Esguevillas
Expert Systems with Applications 141, 112963, 2020
2822020
Adversarial environment reinforcement learning algorithm for intrusion detection
G Caminero, M Lopez-Martin, B Carro
Computer Networks 159, 96-109, 2019
1792019
Shallow neural network with kernel approximation for prediction problems in highly demanding data networks
M Lopez-Martin, B Carro, A Sanchez-Esguevillas, J Lloret
Expert Systems with Applications 124, 196-208, 2019
672019
Supervised contrastive learning over prototype-label embeddings for network intrusion detection
M Lopez-Martin, A Sanchez-Esguevillas, JI Arribas, B Carro
Information Fusion 79, 200-228, 2022
602022
Neural network architecture based on gradient boosting for IoT traffic prediction
M Lopez-Martin, B Carro, A Sanchez-Esguevillas
Future Generation Computer Systems 100, 656-673, 2019
592019
Deep Learning Model for Multimedia Quality of Experience Prediction Based on Network Flow Packets
M Lopez-Martin, B Carro, J Lloret, S Egea, A Sanchez-Esguevillas
IEEE Communications Magazine 56 (9), 110-117, 2018
512018
Detection of early stages of Alzheimer’s disease based on MEG activity with a randomized convolutional neural network
M Lopez-Martin, A Nevado, B Carro
Artificial Intelligence in Medicine 107, 101924, 2020
462020
Variational data generative model for intrusion detection
M Lopez-Martin, B Carro, A Sanchez-Esguevillas
Knowledge and Information Systems, 1-22, 2018
432018
Network intrusion detection based on extended RBF neural network with offline reinforcement learning
M Lopez-Martin, A Sanchez-Esguevillas, JI Arribas, B Carro
IEEE Access 9, 153153-153170, 2021
422021
A predictive hybrid reduced order model based on proper orthogonal decomposition combined with deep learning architectures
R Abadía-Heredia, M López-Martín, B Carro, JI Arribas, JM Pérez, ...
Expert Systems with Applications 187, 115910, 2022
382022
IoT type-of-traffic forecasting method based on gradient boosting neural networks
M Lopez-Martin, B Carro, A Sanchez-Esguevillas
Future Generation Computer Systems 105, 331-345, 2020
362020
Model-free short-term fluid dynamics estimator with a deep 3D-convolutional neural network
M Lopez-Martin, S Le Clainche, B Carro
Expert Systems with Applications 177, 114924, 2021
252021
Network intrusion detection with a novel hierarchy of distances between embeddings of hash IP addresses
M Lopez-Martin, B Carro, JI Arribas, A Sanchez-Esguevillas
Knowledge-based systems 219, 106887, 2021
232021
Novel data-driven models applied to short-term electric load forecasting
M Lopez-Martin, A Sanchez-Esguevillas, L Hernandez-Callejo, JI Arribas, ...
Applied Sciences 11 (12), 5708, 2021
192021
Additive ensemble neural network with constrained weighted quantile loss for probabilistic electric-load forecasting
M Lopez-Martin, A Sanchez-Esguevillas, L Hernandez-Callejo, JI Arribas, ...
Sensors 21 (9), 2979, 2021
172021
Review of methods to predict connectivity of IoT wireless devices
ML Martin, A Sanchez-Esguevillas, B Carro
Ad Hoc & Sensor Wireless Networks 38 (1–4), 125-41, 2017
172017
ModelFLOWs-app: data-driven post-processing and reduced order modelling tools
A Hetherington, A Corrochano, R Abadía-Heredia, E Lazpita, E Muñoz, ...
arXiv preprint arXiv:2305.17150, 2023
42023
Contrastive learning over random fourier features for iot network intrusion detection
M Lopez-Martin, A Sanchez-Esguevillas, JI Arribas, B Carro
IEEE Internet of Things Journal, 2022
42022
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