Search Results for author: Petar M. Djurić

Found 5 papers, 3 papers with code

A Gaussian Process-based Streaming Algorithm for Prediction of Time Series With Regimes and Outliers

1 code implementation1 Jun 2024 Daniel Waxman, Petar M. Djurić

We introduce LINTEL, which uses the exact filtering distribution at time $t$ with constant-time updates, making the time complexity of the streaming algorithm optimal.

Gaussian Processes Time Series

A Deep-NN Beamforming Approach for Dual Function Radar-Communication THz UAV

no code implementations27 May 2024 Gianluca Fontanesi, Anna Guerra, Francesco Guidi, Juan A. Vásquez-Peralvo, Nir Shlezinger, Alberto Zanella, Eva Lagunas, Symeon Chatzinotas, Davide Dardari, Petar M. Djurić

In this paper, we consider a scenario with one UAV equipped with a ULA, which sends combined information and sensing signals to communicate with multiple GBS and, at the same time, senses potential targets placed within an interested area on the ground.

Dynamic Online Ensembles of Basis Expansions

1 code implementation2 May 2024 Daniel Waxman, Petar M. Djurić

Practical Bayesian learning often requires (1) online inference, (2) dynamic models, and (3) ensembling over multiple different models.

Gaussian Processes

Bayesian Reconstruction of Fourier Pairs

1 code implementation9 Nov 2020 Felipe Tobar, Lerko Araya-Hernández, Pablo Huijse, Petar M. Djurić

Our aim is to address the lack of a principled treatment of data acquired indistinctly in the temporal and frequency domains in a way that is robust to missing or noisy observations, and that at the same time models uncertainty effectively.

Astronomy Audio Compression

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