activity
20132021
most citedMinimal Achievable Sufficient Statistic Learning

7 citations · 7 across the 3 of their papers we have counts for

collaborators

6 papers

q-bio.PE2021

Modelling the Utility of Group Testing for Public Health Surveillance

Günther Koliander, Georg Pichler

In epidemic or pandemic situations, resources for testing the infection status of individuals may be scarce. Although group testing can help to significantly increase testing capab…

cs.LG20197 cited

Minimal Achievable Sufficient Statistic Learning

Milan Cvitkovic, Günther Koliander

We introduce Minimal Achievable Sufficient Statistic (MASS) Learning, a training method for machine learning models that attempts to produce minimal sufficient statistics with resp…

math.NA2018

Filtering with Wavelet Zeros and Gaussian Analytic Functions

Luis Daniel Abreu, Antti Haimi, Günther Koliander +1

We present the continuous wavelet transform (WT) of white Gaussian noise and establish a connection to the theory of Gaussian analytic functions. Based on this connection, we propo…

cs.IT2018

Rate-Distortion Theory for General Sets and Measures

Erwin Riegler, Günther Koliander, Helmut Bölcskei

This paper is concerned with a rate-distortion theory for sequences of i.i.d. random variables with general distribution supported on general sets including manifolds and fractal s…

cs.IT2016

Lossless Linear Analog Compression

Giovanni Alberti, Helmut Bölcskei, Camillo De Lellis +2

We establish the fundamental limits of lossless linear analog compression by considering the recovery of random vectors from the noisele…

cs.IT2013

A Lower Bound on the Noncoherent Capacity Pre-log for the MIMO Channel with Temporally Correlated Fading

Günther Koliander, Erwin Riegler, Giuseppe Durisi +2

We derive a lower bound on the capacity pre-log of a temporally correlated Rayleigh block-fading multiple-input multiple-output (MIMO) channel with T transmit antennas and R receiv…