Machine Learning for Communications

Contact: Dirk Wübben

Involved Staff

• E. Beck
• S. Hassanpour
• M. Hummert
• T. Monsees

Description

Publications

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2021

• Relative Entropy based Message Combining for Exploiting Diversity in Information Optimized Processing BibT_EX
  T. Monsees, D. Wübben, A. Dekorsy
  25th International ITG Workshop on Smart Antennas (WSA 2021), EURECOM, France, 10. - 12. November 2021
• Forward-Aware Information Bottleneck-Based Vector Quantization: Multiterminal Extensions for Parallel and Successive Retrieval BibT_EX
  S. Hassanpour, D. Wübben, A. Dekorsy
  IEEE Transactions on Communications, Vol. 69, No. 10, pp. 6633-6646, October 2021, DOI
• Machine Learning Scaled Belief Propagation for Short Codes BibT_EX
  M. Hummert, D. Wübben, A. Dekorsy
  IEEE 94th Vehicular Technology Conference (VTC2021-Fall), 27. - 30. September 2021
• Neural Network-based Forecasting of Decodability for Early ARQ BibT_EX
  M. Hummert, D. Wübben, A. Dekorsy
  17th International Symposium on Wireless Communication Systems (ISWCS 2021), Berlin, Germany, 6. - 9. September 2021
• Introduction of a 5G-enabled Architecture for the Realization of Industry 4.0 Use Cases BibT_EX
  M. Gundall, T. Strufe, H.D. Schotten, P. Rost, C. Markwart, A. Neumann, J. Grießbach, M. Aleksy, D. Wübben, R. Blunk
  IEEE Access, USA, February 2021, DOI

2020

• Generalized Distributed Information Bottleneck for Fronthaul Rate Reduction at the Cloud-RANs Uplink BibT_EX
  S. Hassanpour, D. Wübben, A. Dekorsy
  IEEE Global Communications Conference (GLOBECOM 2020), Taipei, Taiwan, 7. - 11. December 2020, DOI
• Forward-Aware Information Bottleneck-Based Vector Quantization for Noisy Channels BibT_EX
  S. Hassanpour, T. Monsees, D. Wübben, A. Dekorsy
  IEEE Transactions on Communications, Vol. 68, No. 12, pp. 7911-7926, December 2020, DOI
• Cloud-RAN Fronthaul Rate Reduction via IBM-based Quantization for Multicarrier Systems BibT_EX
  J. Demel, T. Monsees, C. Bockelmann, D. Wübben, A. Dekorsy
  24th International ITG Workshop on Smart Antennas (WSA 2020), Hamburg, Germany, 18. - 19. February 2020
• DeEQ: Deep Equalization for Large MIMO Systems BibT_EX
  M. Hummert, D. Wübben, A. Dekorsy
  24th International ITG Workshop on Smart Antennas (WSA 2020), Vol. 24, Hamburg, Germany, 18. - 20. February 2020

2019

• A Novel Approach to Distributed Quantization via Multivariate Information Bottleneck Method BibT_EX
  S. Hassanpour, D. Wübben, A. Dekorsy
  IEEE Global Communications Conference (GLOBECOM 2019), Waikoloa, HI, USA, 9. - 13. December 2019, DOI

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