130 citations · 385 across the 14 of their papers we have counts for
4 papers · 1 filter
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…
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…
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…
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…