RESEARCH INTERESTS
fMRI data analysis, computational modelling, machine learning
AFFILIATIONS
KEY PUBLICATIONS
- Mapping the human subcortical auditory system using histology, post mortem MRI and in vivo MRI at 7T.
Elife. 2019 Aug 1;8. pii: e48932. doi: 10.7554/eLife.48932 Sitek KR, Gulban OF, Calabrese E, Johnson GA, Lage-Castellanos A, Moerel M, Ghosh SS, de Martino F. - Predicting stimulus representations in the visual cortex using computational principles. Agustin Lage-Castellanos, doi: https://doi.org/10.1101/687731, http://algonauts.csail.mit.edu/reports/agustin.pdf
- Lage-Castellanos A, Valente G, Formisano E, De Martino F (2019) Methods for computing the maximum performance of computational models of fMRI responses. PLoS Comput Biol 15(3): e1006397. https://doi.org/10.1371/journal.pcbi.1006397
- https://github.com/mlsttin/massive_gaussian_naive_bayes
- ERP Source Analysis Guided by fMRI During Familiar Face Processing. Brain Topogr. 2018 Feb 20. doi: 10.1007/s10548-018-0619-x. Bobes MA, Lage-Castellanos A, Olivares EI, Perez Hidalgo-Gato J, Iglesias J, Castro-Laguardia AM, Valdes-Sosa P.
- Encoding of natural timbre dimensions in human auditory cortex. Allen EJ, Moerel M, Lage-Castellanos A, De Martino F, Formisano E, Oxenham AJ. Neuroimage. 2017 Oct 25. pii: S1053-8119(17)30884-4. doi: 10.1016/j.neuroimage.2017.10.050
- Fast Gaussian Naïve Bayes for searchlight classification analysis. Neuroimage. 2017 Sep 4. pii: S1053-8119(17)30737-1. doi: 10.1016/j.neuroimage.2017.09.001. Ontivero-Ortega M, Lage-Castellanos A, Valente G, Goebel R, Valdes-Sosa M.
- Multivariate linear regression of high-dimensional fMRI data with multiple target variables. Valente, G., Castellanos, A. L., Vanacore, G., & Formisano, E. (2014). Human Brain Mapping, 35(5), 2163-2177. DOI: 10.1002/hbm.22318
- Timing and tuning for familiarity of cortical responses to faces. PLoS One. 2013 Oct 9;8(10):e76100. 2013. Bobes MA1, Lage Castellanos A, Quiñones I, García L, Valdes-Sosa M.
- False discovery rate and permutation test: an evaluation in ERP data analysis. Stat Med. 2010 Jan 15;29(1):63-74. doi: 10.1002/sim.3784. Lage-Castellanos A, Martínez-Montes E, Hernández-Cabrera JA, Galán L.
- Estimating brain functional connectivity with sparse multivariate autoregression. Philos Trans R Soc Lond B Biol Sci. 2005 May 29;360(1457):969-81.Valdés-Sosa PA, Sánchez-Bornot JM, Lage-Castellanos A, Vega-Hernández M, Bosch-Bayard J, Melie-García L, Canales-Rodríguez E.