David Neumann

Publication Activity (10 Years)

Years Active: 2014-2023
Publications (10 Years): 21

Top Topics

Channel Estimation

Covariance Matrix

Top Venues

IEEE Trans. Signal Process.

Publications

David Neumann, Andreas Lutz, Karsten Müller, Wojciech Samek
A Privacy Preserving System for Movie Recommendations using Federated Learning. CoRR (2023)
Christopher J. Anders, Leander Weber, David Neumann, Wojciech Samek, Klaus-Robert Müller, Sebastian Lapuschkin
Finding and removing Clever Hans: Using explanation methods to debug and improve deep models. Inf. Fusion 77 (2022)
Christopher J. Anders, David Neumann, Wojciech Samek, Klaus-Robert Müller, Sebastian Lapuschkin
Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy. CoRR (2021)
Felix Sattler, Jackie Ma, Patrick Wagner, David Neumann, Markus Wenzel, Ralf Schäfer, Wojciech Samek, Klaus-Robert Müller, Thomas Wiegand
Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements. npj Digit. Medicine 3 (2020)
Felix Sattler, Jackie Ma, Patrick Wagner, David Neumann, Markus Wenzel, Ralf Schäfer, Wojciech Samek, Klaus-Robert Müller, Thomas Wiegand
Risk Estimation of SARS-CoV-2 Transmission from Bluetooth Low Energy Measurements. CoRR (2020)
David Neumann, Felix Sattler, Heiner Kirchhoffer, Simon Wiedemann, Karsten Müller, Heiko Schwarz, Thomas Wiegand, Detlev Marpe, Wojciech Samek
Deepcabac: Plug & Play Compression of Neural Network Weights and Weight Updates. ICIP (2020)
Simon Wiedemann, Heiner Kirchhoffer, Stefan Matlage, Paul Haase, Arturo Marbán, Talmaj Marinc, David Neumann, Tung Nguyen, Heiko Schwarz, Thomas Wiegand, Detlev Marpe, Wojciech Samek
DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks. IEEE J. Sel. Top. Signal Process. 14 (4) (2020)
Simon Wiedemann, Heiner Kirchhoffer, Stefan Matlage, Paul Haase, Arturo Marbán, Talmaj Marinc, David Neumann, Ahmed Osman, Detlev Marpe, Heiko Schwarz, Thomas Wiegand, Wojciech Samek
DeepCABAC: Context-adaptive binary arithmetic coding for deep neural network compression. CoRR (2019)
Christopher J. Anders, Talmaj Marinc, David Neumann, Wojciech Samek, Klaus-Robert Müller, Sebastian Lapuschkin
Analyzing ImageNet with Spectral Relevance Analysis: Towards ImageNet un-Hans'ed. CoRR (2019)
Simon Wiedemann, Heiner Kirchhoffer, Stefan Matlage, Paul Haase, Arturo Marbán, Talmaj Marinc, David Neumann, Tung Nguyen, Ahmed Osman, Detlev Marpe, Heiko Schwarz, Thomas Wiegand, Wojciech Samek
DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks. CoRR (2019)
David Neumann, Thomas Wiese, Michael Joham, Wolfgang Utschick
A Bilinear Equalizer for Massive MIMO Systems. IEEE Trans. Signal Process. 66 (14) (2018)
David Neumann, Michael Joham, Wolfgang Utschick
Covariance Matrix Estimation in Massive MIMO. IEEE Signal Process. Lett. 25 (6) (2018)
David Neumann, Thomas Wiese, Wolfgang Utschick
Learning the MMSE Channel Estimator. IEEE Trans. Signal Process. 66 (11) (2018)
Michael Koller, Christoph Hellings, Michael Knoedlseder, Thomas Wiese, David Neumann, Wolfgang Utschick
Machine Learning for Channel Estimation from Compressed Measurements. ISWCS (2018)
David Neumann, Kamel Shibli, Michael Joham, Wolfgang Utschick
Joint covariance matrix estimation and pilot allocation in massive MIMO systems. ICC (2017)
David Neumann, Thomas Wiese, Michael Joham, Wolfgang Utschick
A Generalized Matched Filter Framework for Massive MIMO Systems. CoRR (2017)
David Neumann, Thomas Wiese, Wolfgang Utschick
Deep Channel Estimation. WSA (2017)
David Neumann, Michael Joham, Wolfgang Utschick
Covariance Matrix Estimation in Massive MIMO. CoRR (2017)
David Neumann, Thomas Wiese, Wolfgang Utschick
Learning the MMSE Channel Estimator. CoRR (2017)
Samuele Zoppi, Michael Joham, David Neumann, Wolfgang Utschick
Pilot Coordination in CDI Precoded Massive MIMO Systems. WSA (2016)
David Neumann, Andreas Gründinger, Michael Joham, Wolfgang Utschick
CDI Rate-balancing with Per-base-station Constraints. WSA (2016)
David Neumann, Andreas Gründinger, Michael Joham, Wolfgang Utschick
Rate-balancing in massive MIMO using statistical precoding. SPAWC (2015)
David Neumann, Michael Joham, Lorenz Weiland, Wolfgang Utschick
Low-Complexity Computation of LMMSE Channel Estimates in Massive MIMO. WSA (2015)
David Neumann, Michael Joham, Wolfgang Utschick
Channel Estimation in Massive MIMO Systems. CoRR (2015)
David Neumann, Michael Joham, Wolfgang Utschick
Suppression of pilot-contamination in massive MIMO systems. SPAWC (2014)
David Neumann, Andreas Gründinger, Michael Joham, Wolfgang Utschick
Pilot Coordination for Large-Scale Multi-Cell TDD Systems. WSA (2014)
David Neumann, Andreas Gründinger, Michael Joham, Wolfgang Utschick
On the amount of training in coordinated massive MIMO systems. SAM (2014)