Publications
Here is my google scholar profile and my CV (in pdf).
CONFERENCE PAPERS
- H. Ghauch, H. Shokri, M. Skoglund, C. Fischione, "Kolmogorov Model for Learning Provable Logical Relations", submitted to COLT 2020
- A. Askri, G.R Ben Othman, H. Ghauch, ``Counting Lattice Points in the Sphere using Deep Neural Networks '', IEEE ASILOMAR 2019
- W. M. Chan, H. Ghauch, T. Kim, ``Learning-based beam-alignment for Millimeter-Wave MIMO Systems'', IEEE ASILOMAR 2019 (invited)
- H. Ghauch, T. Kim, C. Fischione, M. Skoglund, “Compressive Sensing and its application to hybrid mmWave Architecture ”, ICASSP 2019 invited paper
- H. Ghauch, H. Shokri, C. Fischione, M. Skoglund, "A Unified Framework for Training Neural Networks", to be submitted to Journal on Machine Learning (JMLR)
- H. Shokri, H. Ghauch, C. Fischione, M. Skoglund, "Learning and Compression in Large Datasets'', ICML 2019
- H. Shokri, H. Ghauch, C. Fischione, "Learning-based Tracking of AoAs and AoDs in mmWave Networks'', ACM workshop on mmWave networks 2019
- H. Ghauch, H. Shokri, M. Skoglund, C. Fischione, A. Sayed, "Learning Kolmogorov Models for Binary Random Variables ", ICML Workshop on non-convex optimization (2018 )
- J. Mairton, H. Ghauch, G. Fodor, C. Fischione “How to Split UL/DL antennas in Full-Duplex Cellular Networks”, IEEE ICC 2018
- H. Ghauch, T. Kim, M. Bengtsson, M. Skoglund, "Low-Overhead Coordination in Sub-28 GHz Millimeter-wave Networks ", IEEE ICC 2018
- S. Imtiaz, H. Ghauch, G. Koudouridis, J. Gross, " Random Forests Resource Allocation for 5G Systems: Performance and Robustness ", IEEE WCNC 2018
- H. Ghauch , S. Imtiaz, G. Koudouridis, M. Skoglund, J. Gross, “ Fairness and User Assignment in Cloud-RAN”, IEEE VTC 2017
- W. M. Chan, T. Kim, H. Ghauch, M. Bengtsson, ``Subspace Estimation and Hybrid Precoding for Wideband Millimeter-Wave MIMO Systems'', IEEE ASILOMAR 2016 (invited)
- S. Imtiaz, H. Ghauch, M. Rahman, G. Koudouridis, J. Gross, "Learning-Based Resource Allocation Scheme for TDD-Based 5G CRAN System" , ACM MSWIM 2016,
- H. Ghauch, M. Rahman, S. Imtiaz, J. Gross, "Cooperation and Antenna-Domain Formation in Cloud RAN systems", IEEE ICC 2016,
- H. Ghauch, M. Bengtsson, T. Kim, M. Skoglund, “Subspace Estimation and Decomposition for Hybrid Analog-Digital Millimetre-Wave MIMO systems”, IEEE SPAWC 2015
- M. Rahman, H. Ghauch, S. Imtiaz, J. Gross, "RRH Clustering and transmit precoding for interference limited 5G CRAN downlink", IEEE GLOBECOM 2015,
- J. He, T. Kim, H. Ghauch, K. Liu, G. Wang, "Millimeter Wave MIMO Channel tracking systems", in IEEE GLOBECOM, 2014
- H. Ghauch, C. Papadias, “Interference Alignment: A one sided approach", in IEEE GLOBECOM 2011,
- R. Mochaourab, R. Brandt, H. Ghauch, M. Bengtsson, "Overhead-Aware Distributed CSI Selection in the MIMO Interference Channels", EUSIPCO '2015,
- H. Ghauch, R. Mochaourab, M. Bengtsson, M. Skoglund, "Distributed Precoding and User Selection in MIMO Interfering Networks", in IEEE CAMSAP '15,
- H. Farhadi, H. Ghauch, M. Skoglund "Pilot-assisted Opportunistic User Scheduling for Wireless Multi-cell Networks", in IEEE ICC' 2015,
- H. Ghauch, T. Kim, M. Bengtsson, M. Skoglund, “Interference Alignment via Controlled perturbations”, in Proc of GLOBECOM 2013, Atlanta, GA, USA
JOURNAL PAPERS
- B. Nessim, H. Ghauch, R. Thobaben, B. L. G. Jonsson, "Multi-tone Signal Optimization for Wireless Power Transfer in the Presence of Wireless Communication Links", IEEE Transactions on wireless communication (in review).
- H. Shokri, H. Ghauch, G. Fodor, C. Fischione, M. Skoglund "Learning-based Spectrum Sharing in Millimeter-wave Cellular Networks'', IEEE Trans. on cognitive communication (submitted)
- S. Imtiaz, H. Ghauch, G. Koudouridis, J. Gross, "Random forests for resource allocation in 5G cloud radio access networks based on position information", EURASIP Journal on Wireless Communications and Networking, May 2018
- J. Mairton, H. Ghauch, G. Fodor, C. Fischione “On the UL/DL Antenna Splitting in MIMO Full-Duplex Networks”, submitted to IEEE Transactions on Communications
- H. Ghauch, M. Skoglund, C. Fischione, A. Sayed, “Learning Elementary Representations of Random Variables ”, Journal of Machine Learning Research (submitted, in review)
- S. Imtiaz, H. Ghauch, M. Rahman, G. Koudouridis, J. Gross, " Random Forest Resource Allocation for 5G Systems: Performance and Robustness Study", Technical Report
- H. Ghauch, T. Kim, M. Bengtsson, M. Skoglund, "Sum-rate Maximization in Sub-28 GHz Millimeter-wave MIMO systems", IEEE Journal of Selected Areas in Communications, April 2017
- H. Ghauch, M. Rahman, S. Imtiaz, J. Gross, M. Skoglund, C. Qvarfordt " User Assignment in Antenna Domain Systems: Algorithms and Bounds ", IEEE Trans. on Wireless Communications, March 2018
- H. Ghauch, T. Kim, M. Skoglund, M. Bengtsoon, “Blind Subspace Estimation and Decomposition in large millimeter-wave MIMO systems”, in IEEE Journal of Selected Topics in Signal Processing, vol. 10, no. 3, pp. 528-542, April 2016 (Selected in top-5 best journal papers by Sweden VT-COM-IT Chapter )
- H. Ghauch, T. Kim, M. Bengtsson, M. Skoglund “Distributed Low-overhead schemes for Multi-stream MIMO Interference Channels ”, in IEEE Trans. on Signal Processing, April 2015
MAGAZINE PAPERS
- A. Tolli, H. Ghauch, J. Kaleva, P. Komulainen, M. Bengtsson, M. Skoglund, M. Honig, E. Lahetkangas, E. Tiirola, K. Pajukoski " Distributed Coordinated Transmission with Forward-Backward Training for 5G Radio'', IEEE Communication Magazine
BOOK CHAPTERS
- H. Ghauch, H. Shokri, G. Fodor, C. Fischione, M. Skoglund "Machine learning for Spectrum Sharing in Millimeter-wave Cellular Networks'', Wiley-IEEE
PATENTS
- C. Qvarfordt, J. Gross, H. Ghauch, S. Imtiaz, “ Training Methods for Learning-Based Resource Allocation in a Wireless System
- M. Rahman, H. Ghauch, S. Imtiaz, J. Gross, “Method for antenna domain formation in a communications wireless system"
- Z. Ghauch, H. Ghauch, "Load transfer apparatus for cast-in-place concrete slabs"
THESIS
- H. Ghauch, “ Optimization Techniques for Future Cellular Systems: Harnessing the gains from higher frequencies, increased spectral efficiency, and densification", PhD Thesis, KTH, Nov. 2016