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Sergio Garcia-Vega
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Stock returns prediction using kernel adaptive filtering within a stock market interdependence approach
S Garcia-Vega, XJ Zeng, J Keane
Expert Systems with Applications 160, 113668, 2020
322020
Learning from data streams using kernel least-mean-square with multiple kernel-sizes and adaptive step-size
S Garcia-Vega, XJ Zeng, J Keane
Neurocomputing 339, 105-115, 2019
162019
Kernel spectral clustering for dynamic data using multiple kernel learning
D Peluffo-Ordónez, S García-Vega, R Langone, JAK Suykens, ...
The 2013 International Joint Conference on Neural Networks (IJCNN), 1-6, 2013
142013
MoCap data segmentation and classification using kernel based multi-channel analysis
S García-Vega, AM Álvarez-Meza, CG Castellanos-Domínguez
Progress in Pattern Recognition, Image Analysis, Computer Vision, and …, 2013
72013
Kernel spectral clustering for dynamic data
DH Peluffo-Ordónez, S García-Vega, AM Alvarez-Meza, ...
Progress in Pattern Recognition, Image Analysis, Computer Vision, and …, 2013
72013
Similarity preservation in dimensionality reduction using a kernel-based cost function
S Garcia-Vega, G Castellanos-Dominguez
Pattern Recognition Letters 125, 318-324, 2019
42019
Stock price prediction using kernel adaptive filtering within a stock market interdependence approach
S Garcia-Vega, XJ Zeng, J Keane
Available at SSRN 3306250, 2018
42018
Kernel spectral clustering for motion tracking: A first approach
D Peluffo-Ordónez, S García-Vega, CG Castellanos-Domínguez
Natural and Artificial Models in Computation and Biology: 5th International …, 2013
32013
Multi-step-ahead forecasting using kernel adaptive filtering
S Garcia-Vega, G Castellanos-Dominguez, M Verleysen, JA Lee
2016 International Joint Conference on Neural Networks (IJCNN), 2132-2139, 2016
22016
Time-series prediction based on kernel adaptive filtering with cyclostationary codebooks
S García-Vega, AM Álvarez-Meza, G Castellanos-Dominguez
Pattern Recognition and Image Analysis: 7th Iberian Conference, IbPRIA 2015 …, 2015
22015
Neural decoding using kernel-based functional representation of ECoG recordings
S García-Vega, AM Álvarez-Meza, G Castellanos-Domínguez
Progress in Pattern Recognition, Image Analysis, Computer Vision, and …, 2014
22014
A time-series prediction framework using sequential learning algorithms and dimensionality reduction within a sparsification approach
S Garcia-Vega, EA León-Gómez, G Castellanos-Dominguez
Pattern Recognition Letters 129, 287-292, 2020
12020
Abominable greenhouse gas bookkeeping casts serious doubts on climate intentions of oil and gas companies
S Garcia-Vega, AGF Hoepner, J Rogelj, F Schiemann
arXiv preprint arXiv:2305.11906, 2023
2023
Kernel Adaptive Filtering Approaches for Financial Time-Series Prediction
SG Vega
PQDT-Global, 2021
2021
Time Series Prediction for Kernel-based Adaptive Filters Using Variable Bandwidth, Adaptive Learning-rate, and Dimensionality Reduction
S Garcia-Vega, EA León-Gómez, G Castellanos-Dominguez
ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019
2019
A kernel-based embedding framework for high-dimensional data analysis
S García Vega
Ingeniería Eléctrica, 2019
2019
Learning from Data Streams Using Kernel Adaptive Filtering
S Garcia-Vega, XJ Zeng, J Keane
Available at SSRN 3306245, 2018
2018
EEG based brain mapping by using frequency-spatio-temporal constraints
PA Muñoz-Gutiérrez, JD Martinez-Vargas, S Garcia-Vega, E Giraldo, ...
Brain Informatics: International Conference, BI 2018, Arlington, TX, USA …, 2018
2018
Kernel-Based Approaches to AnalyzeTime-Varying Data
S García Vega
Departamento de Ingeniería Eléctrica, Electrónica y Computación, 2014
2014
Estimation of Cyclostationary Codebooks for Kernel Adaptive Filtering
S García-Vega, AM Álvarez-Meza, G Castellanos-Domínguez
Progress in Pattern Recognition, Image Analysis, Computer Vision, and …, 2014
2014
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Articles 1–20