Neural Network Based Black-box Estimator of Mutual Information
Abstract:
We show that neural networks with softmax outputs are capable of estimating a lower bound on the mutual information of memoryless communication channels without prior knowledge of the channel properties.
| Zugehörige Institution(en) am KIT | Communications Engineering Lab (CEL) |
| Publikationstyp | Proceedingsbeitrag |
| Publikationsjahr | 2022 |
| Sprache | Englisch |
| Identifikator | ISBN: 978-1-55752-820-9 KITopen-ID: 1000155915 |
| Erschienen in | Optica Advanced Photonics Congress 2022, Technical Digest Series (Optica Publishing Group, 2022) |
| Veranstaltung | Signal Processing in Photonic Communications (2022), Maastricht, Niederlande, 24.07.2022 – 28.07.2022 |
| Verlag | Optica Publishing Group (OSA) |
| Seiten | Art.-Nr.: SpTu1J.3 |
| Nachgewiesen in | OpenAlex Dimensions Scopus |