activity
20172022
most citedCompositionally-Warped Gaussian Processes

43 citations · 104 across the 10 of their papers we have counts for

collaborators

19 papers

astro-ph.IM202213 cited

Detecting the periodicity of highly irregularly sampled light-curves with Gaussian processes: the case of SDSSJ025214.67-002813.7

Stefano Covino, Felipe Tobar, Aldo Treves

Based on a 20-year-long multiband observation of its light-curve, it was conjectured that the quasar SDSSJ025214.67-002813.7 has a periodicity of ~4.4 years. These observations wer…

stat.ML20221 cited

Nonstationary multi-output Gaussian processes via harmonizable spectral mixtures

Matías Altamirano, Felipe Tobar

Kernel design for Multi-output Gaussian Processes (MOGP) has received increased attention recently. In particular, the Multi-Output Spectral Mixture kernel (MOSM) arXiv:1709.01298…

eess.SP2021

Bayesian autoregressive spectral estimation

Alejandro Cuevas, Sebastián López, Danilo Mandic +1

Autoregressive (AR) time series models are widely used in parametric spectral estimation (SE), where the power spectral density (PSD) of the time series is approximated by that of…

eess.AS2021

Detection of blue whale vocalisations using a temporal-domain convolutional neural network

Bryan Sagredo, Sonia Español-Jiménez, Felipe Tobar

We present a framework for detecting blue whale vocalisations from acoustic submarine recordings. The proposed methodology comprises three stages: i) a preprocessing step where the…

eess.AS20212 cited

Late reverberation suppression using U-nets

Diego León, Felipe Tobar

In real-world settings, speech signals are almost always affected by reverberation produced by the working environment; these corrupted signals need to be \emph{dereverberated} pri…

cs.CY2021

Data Science for Engineers: A Teaching Ecosystem

Felipe Tobar, Felipe Bravo-Marquez, Jocelyn Dunstan +4

We describe an ecosystem for teaching data science (DS) to engineers which blends theory, methods, and applications, developed at the Faculty of Physical and Mathematical Sciences,…