181 citations · 1.2k across the 132 of their papers we have counts for
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Indirect NRDF for Partially Observable Gauss-Markov Processes with MSE Distortion: Complete Characterizations and Optimal Solutions
Photios A. Stavrou, Mikael Skoglund
In this paper we study the problem of characterizing and computing the nonanticipative rate distortion function (NRDF) for partially observable multivariate Gauss-Markov processes…
The Convex Information Bottleneck Lagrangian
Borja Rodríguez-Gálvez, Ragnar Thobaben, Mikael Skoglund
The information bottleneck (IB) problem tackles the issue of obtaining relevant compressed representations of some random variable for the task of predicting . It is def…
Conditional Mutual Information Neural Estimator
Sina Molavipour, Germán Bassi, Mikael Skoglund
Several recent works in communication systems have proposed to leverage the power of neural networks in the design of encoders and decoders. In this approach, these blocks can be t…
Hidden Markov Models for sepsis detection in preterm infants
Antoine Honore, Dong Liu, David Forsberg +4
We explore the use of traditional and contemporary hidden Markov models (HMMs) for sequential physiological data analysis and sepsis prediction in preterm infants. We investigate t…
Empirical Coordination with Multiple Descriptions
Michail Mylonakis, Photios A. Stavrou, Mikael Skoglund
We extend the framework of empirical coordination to a distributed setup where for a given action by nature, multiple descriptions of the action of the decoder are available. We ad…
Fixed-Length Strong Coordination
Giulia Cervia, Tobias Oechtering, Mikael Skoglund
We consider the problem of synthesizing joint distributions of signals and actions over noisy channels in the finite-length regime. For a fixed blocklength and an upper bound o…