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Agustin Lage Castellanos

Postdoctoral Researcher

a.lagecastellanos@maastrichtuniversity.nl

RESEARCH INTERESTS

fMRI data analysis, computational modelling, machine learning

AFFILIATIONS

 

KEY PUBLICATIONS


  1. 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.

  2. Predicting stimulus representations in the visual cortex using computational principles. Agustin Lage-Castellanos, Federico De Martino doi: https://doi.org/10.1101/687731, http://algonauts.csail.mit.edu/reports/agustin.pdf

  3. 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

  4. https://github.com/mlsttin/massive_gaussian_naive_bayes

  5. 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.

  6. 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

  7. 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.

  8. 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

  9. 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.

  10. 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.

  11. 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.