activity
20152020
most citedProper Complex Gaussian Processes for Regression

3 citations · 3 across the 2 of their papers we have counts for

collaborators

8 papers

cs.CV2020

Boosting offline handwritten text recognition in historical documents with few labeled lines

José Carlos Aradillas, Juan José Murillo-Fuentes, Pablo M. Olmos

In this paper, we face the problem of offline handwritten text recognition (HTR) in historical documents when few labeled samples are available and some of them contain errors in t…

stat.ML2019

The Generalized Complex Kernel Least-Mean-Square Algorithm

Rafael Boloix-Tortosa, Juan José Murillo-Fuentes, Sotirios A. Tsaftaris

We propose a novel adaptive kernel based regression method for complex-valued signals: the generalized complex-valued kernel least-mean-square (gCKLMS). We borrow from the new resu…

eess.SP2018

Equalization with Expectation Propagation at Smoothing Level

Irene Santos, Juan José Murillo-Fuentes, Eva Arias-de-Reyna

In this paper we propose a smoothing turbo equalizer based on the expectation propagation (EP) algorithm with quite improved performance compared to the Kalman smoother, at similar…

stat.ML2018

Inference in Deep Gaussian Processes using Stochastic Gradient Hamiltonian Monte Carlo

Marton Havasi, José Miguel Hernández-Lobato, Juan José Murillo-Fuentes

Deep Gaussian Processes (DGPs) are hierarchical generalizations of Gaussian Processes that combine well calibrated uncertainty estimates with the high flexibility of multilayer mod…

eess.SP2018

Recursive Estimation of Dynamic RSS Fields Based on Crowdsourcing and Gaussian Processes

Irene Santos, Juan José Murillo-Fuentes, Petar M. Djurić

In this paper, we address the estimation of a time-varying spatial field of received signal strength (RSS) by relying on measurements from randomly placed and not very accurate sen…

eess.SP2018

Self and turbo iterations for MIMO receivers and large-scale systems

Irene Santos, Juan José Murillo-Fuentes

We investigate a turbo soft detector based on the expectation propagation (EP) algorithm for large-scale multiple-input multiple-output (MIMO) systems. Optimal detection in MIMO sy…