Pedro A. M. Mediano

Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders

Nat Dilokthanakul, Pedro A. M. Mediano, Marta Garnelo et al. · arXiv (Cornell University) · 2016 · 500 citations · Full text

Computing, Computer Science, Computer Vision +15

A synergistic core for human brain evolution and cognition

Andrea I. Luppi, Pedro A. M. Mediano, Fernando E. Rosas et al. · Nature Neuroscience · 2022 · 317 citations · Full text

Life Sciences, Evolutionary Biology, Neuroscience +15

Quantifying high-order interdependencies via multivariate extensions of the mutual information

Fernando E. Rosas, Pedro A. M. Mediano, Michael Gastpar et al. · Physical review. E · 2019 · 229 citations · Full text

Engineering, Neuroscience, Complex Systems +8

Reconciling emergences: An information-theoretic approach to identify causal emergence in multivariate data

Fernando E. Rosas, Pedro A. M. Mediano, Henrik Jeldtoft Jensen et al. · PLoS Computational Biology · 2020 · 149 citations · Full text

Engineering, Neuroscience, Complex Systems +13

Large-scale directed network inference with multivariate transfer entropy and hierarchical statistical testing

Leonardo Novelli, Patricia Wollstadt, Pedro A. M. Mediano et al. · Network Neuroscience · 2019 · 131 citations · Full text

Engineering, Data Science, Computational Neuroscience +16