An asymptotically MSE-optimal estimator based on Gaussian mixture models M Koller, B Fesl, N Turan, W Utschick IEEE Transactions on Signal Processing 70, 4109-4123, 2022 | 15 | 2022 |
Learning-based channel estimation for various antenna array configurations M Koller, C Hellings, W Utschick 2019 IEEE 20th International Workshop on Signal Processing Advances in …, 2019 | 12 | 2019 |
Machine learning for channel estimation from compressed measurements M Koller, C Hellings, M Knödlseder, T Wiese, D Neumann, W Utschick 2018 15th International Symposium on Wireless Communication Systems (ISWCS), 1-5, 2018 | 11 | 2018 |
Evaluation of neural-network-based channel estimators using measurement data C Hellings, A Dehmani, S Wesemann, M Koller, W Utschick WSA 2019; 23rd International ITG Workshop on Smart Antennas, 1-5, 2019 | 10 | 2019 |
An impropriety test based on block-skew-circulant matrices C Hellings, M Koller, W Utschick WSA 2015; 19th International ITG Workshop on Smart Antennas, 1-6, 2015 | 10 | 2015 |
Keratocyte density in the retroablation area after LASEK for the correction of myopia WA Herrmann, M Muecke, M Koller, VP Gabel, CP Lohmann Graefe's Archive for Clinical and Experimental Ophthalmology 245, 426-430, 2007 | 10 | 2007 |
Unsupervised learning of adaptive codebooks for deep feedback encoding in FDD systems N Turan, M Koller, S Bazzi, W Xu, W Utschick 2021 55th Asilomar Conference on Signals, Systems, and Computers, 1464-1469, 2021 | 9 | 2021 |
Variational autoencoder leveraged mmse channel estimation M Baur, B Fesl, M Koller, W Utschick 2022 56th Asilomar Conference on Signals, Systems, and Computers, 527-532, 2022 | 8 | 2022 |
Channel estimation based on Gaussian mixture models with structured covariances B Fesl, M Joham, S Hu, M Koller, N Turan, W Utschick 2022 56th Asilomar Conference on Signals, Systems, and Computers, 533-537, 2022 | 8 | 2022 |
An asymptotically optimal approximation of the conditional mean channel estimator based on Gaussian mixture models M Koller, B Fesl, N Turan, W Utschick ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 8 | 2022 |
Centralized learning of the distributed downlink channel estimators in FDD systems using uplink data B Fesl, N Turan, M Koller, M Joham, W Utschick WSA 2021; 25th International ITG Workshop on Smart Antennas, 1-6, 2021 | 8 | 2021 |
Towards feature validation in time to lane change classification using deep neural networks O De Candido, M Koller, O Gallitz, R Melz, M Botsch, W Utschick 2020 IEEE 23rd International Conference on Intelligent Transportation …, 2020 | 8 | 2020 |
Learning a compressive sensing matrix with structural constraints via maximum mean discrepancy optimization M Koller, W Utschick Signal Processing 197, 108553, 2022 | 6 | 2022 |
Evaluation of a Gaussian mixture model-based channel estimator using measurement data N Turan, B Fesl, M Grundei, M Koller, W Utschick 2022 International Symposium on Wireless Communication Systems (ISWCS), 1-6, 2022 | 5 | 2022 |
A Versatile Low-Complexity Feedback Scheme for FDD Systems via Generative Modeling N Turan, B Fesl, M Koller, M Joham, W Utschick arXiv preprint arXiv:2304.14373, 2023 | 4 | 2023 |
GMM-based codebook construction and feedback encoding in FDD systems N Turan, M Koller, B Fesl, S Bazzi, W Xu, W Utschick 2022 56th Asilomar Conference on Signals, Systems, and Computers, 37-42, 2022 | 4 | 2022 |
On distributional invariances between downlink and uplink MIMO channels N Turan, M Koller, V Rizzello, B Fesl, S Bazziy, W Xuy, W Utschick WSA 2021; 25th International ITG Workshop on Smart Antennas, 1-6, 2021 | 4 | 2021 |
A low-complexity MIMO channel estimator with implicit structure of a convolutional neural network B Fesl, N Turan, M Koller, W Utschick 2021 IEEE 22nd International Workshop on Signal Processing Advances in …, 2021 | 4 | 2021 |
Learning a low-complexity channel estimator for one-bit quantization B Fesl, M Koller, N Turan, W Utschick 2020 54th Asilomar Conference on Signals, Systems, and Computers, 393-397, 2020 | 4 | 2020 |
Deformation stability of deep convolutional neural networks on Sobolev spaces M Koller, J Großmann, U Monich, H Boche 2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018 | 4 | 2018 |