Rudolf Mathar, Gholamreza Alirezaei, Emilio Balad, Arash Behboodi, Fundamentals of Data Analytics With a View to Machine Learning. , Springer, 2020
Fundamentals of Big Data Analytics - Programming Exercises: This is a supplementary material for this lecture. The source codes are accessible at Github.
Emilio Balda, Arash Behboodi, Rudolf Mathar, Adversarial Examples in Deep Neural Networks: An Overview, Deep Learning: Algorithms and Applications, Springer
Niklas Koep, Arash Behboodi, Rudolf Mathar, An Introduction to Compressed Sensing, Compressed Sensing and its Applications, Springer
Arash Behboodi, Holger Rauhut, Ekkehard Schnoor, Compressive Sensing and Neural Networks from a Statistical Learning Perspective, Oct. 2020 (Arxiv)
Arya Bangun, Arash Behboodi, Rudolf Mathar, Tight bounds on the mutual coherence of sensing matrices for Wigner D-functions on regular grids, Sampling Theory, Signal Processing, and Data Analysis, vol. 19, 2021 link. (Arxiv)
Niklas Koep, Arash Behboodi, Rudolf Mathar, The Restricted Isometry Property of Block Diagonal Matrices for Group-Sparse Signal Recovery, January 2019, Arxiv
Arya Bangun, Arash Behboodi, Rudolf Mathar, Sensing Matrix Design and Sparse Recovery on the Sphere and the Rotation Group, IEEE Transaction of Signal Processing, vol. 68, Feb. 2020 (Arxiv)
Filip Lemic, Arash Behboodi, Jeroen Famaey, Rudolf Mathar, Location-Based Discovery and Vertical Handover in Heterogeneous Low-Power Wide-Area Networks, IEEE Internet of Things Journal, vol. 6 , no. 6 , Dec. 2019 - (This paper contains a new derivation for the expected value of logarithm of noncentral chi-squared random variables. The new result can be accessed here ).
Emilio Rafael Balda, Arash Behboodi, Rudolf Mathar, Perturbation Analysis of Learning Algorithms: Generation of Adversarial Examples From Classification to Regression, IEEE Transactions on Signal Processing, vol. 67 , no. 23 , Dec. 2019 (Arxiv)
Peter Langeberg, Emilio Rafael Balda, Arash Behboodi, Rudolf Mathar, On the Effect of Low-Rank Weights on Adversarial Robustness of Neural Networks, January 2019, Arxiv
Linchen Xiao, Arash Behboodi, Rudolf Mathar, Learning the Localization Function: Machine Learning Approach to Fingerprinting Localization, March 2018, (Arxiv)
Emilio Rafael Balda, Arash Behboodi, Rudolf Mathar, A Tensor Analysis on Dense Connectivity via Convolutional Arithmetic Circuits, 2018
Arash Behboodi, Filip Lemic, Adam Wolisz, A Mathematical Model for Fingerprinting-based Localization Algorithms, October 2016 (Arxiv)
Arash Behboodi, Pablo Piantanida, Mixed Noisy Network Coding and Cooperative Unicasting in Wireless Networks, IEEE Transactions on Information Theory, vol.61, no.1, pp.189,222, Jan. 2015 (Arxiv)
Arash Behboodi, Pablo Piantanida, Cooperative Strategies for Simultaneous and Broadcast Relay Channels, IEEE Transactions on Information Theory, vol. 59, no. 3, pp. 1417-1443, March 2013 (Arxiv)
Milad Alizadeh, Arash Behboodi, Mart van Baalen, Christos Louizos, Tijmen Blankevoort, Max Welling, Gradient l1-Regularization for Quantization Robustness, International Conference on Learning Representations, ICLR 2020
Emilio Rafael Balda, Niklas Koep, Arash Behboodi, Rudolf Mathar, Adversarial Risk Bounds for Neural Networks through Sparsity based Compression, The 23rd International Conference on Artificial Intelligence and Statistics, AISTAT 2020, Arxiv
Peter Langeberg, Emilio Rafael Balda, Arash Behboodi, Rudolf Mathar, On the Robustness of Support Vector Machines against Adversarial Examples, 13th International Conference on Signal Processing and Communication Systems (ICSPCS), December 2019
Arya Bangun, Arash Behboodi and Rudolf Mathar, Signal Recovery from Phaseless Measurements of Spherical Harmonics Expansion, 27th European Signal Processing Conference, EUSIPCO 2019, Coruna, Spain, September 2-6, 2019.
Niklas Koep, Arash Behboodi, Rudolf Mathar, The Group Restricted Isometry Property for Sub-gaussian Block Diagonal Matrices, 2019 IEEE International Symposium on Information Theory (ISIT), Paris
Johannes Schmitz, Caspar von Lengerke, Nikita Airee, Arash Behboodi, Rudolf Mathar, A Deep Learning Wireless Transceiver with Fully Learned Modulation and Synchronization 2019 IEEE International Conference on Communications (ICC), 2nd Workshop on Machine Learning in Wireless Communications (ML4COM)
Niklas Koep, Arash Behboodi, Rudolf Mathar, Performance Analysis of One-Bit Group-Sparse Signal Reconstruction, 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Cosme Culotta-Lopez, Arya Bangun, Arash Behboodi, Dirk Heberling, Rudolf Mathar, “On Phaseless Spherical Near-Field Antenna Measurement”, 13th European Conference on Antennas and Propagation (EUCAP 2019), Krakow, Poland
Cosme Culotta-Lopez, Arya Bangun, Arash Behboodi, Dirk Heberling, Rudolf Mathar, “A Modified Minimum-Coherence Sampling for Fast Spherical Near-Field Measurements”, 13th European Conference on Antennas and Propagation (EUCAP 2019), Krakow, Poland
Emilio. R. Balda, Arash Behboodi, Rudolf Mathar, An Information Theoretic View on Learning of Artificial Neural Networks, 12th International Conference on Signal Processing and Communication Systems (ICSPCS), 17-19 December, 2018, Cairns, Australia
Cosme Culotta-Lopez, Dirk Heberling, Arya Bangun, Arash Behboodi, Rudolf Mathar, A Compressed Sampling for Spherical Near-Field Measurements, 40th Annual Meeting and Symposium of the Antenna Measurement Techniques Association (AMTA), Williamsburg Virginia, USA, 2018 (Best Technical Paper Award and 2nd Best Student Paper Award)
Emilio. R. Balda, Arash Behboodi, Rudolf Mathar, On Generation of Adversarial Examples using Convex Programming, 52th Asilomar Conference on Signals, Systems, and Computers, October 2018 (Best Student Paper Award)
Arya Bangun, Arash Behboodi and Rudolf Mathar, Coherence Bounds for Sensing Matrices in Spherical Harmonics Expansion, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing, 15–20 April 2018, Calgary, Alberta, Canada, ICASSP, 2018
Linchen Xiao, Arash Behboodi, Rudolf Mathar, A deep learning approach to Fingerprinting Indoor Localization, International Telecommunication Networks and Applications conference (ITNAC), 22-24 November, 2017, Melbourne, Australia
Filip Lemic, Arash Behboodi, Vlado Handziski, Anatolij Zubow, Rudolf Mathar, Adam Wolisz, “Location-based Mechanism for Positioning of a Mobile Relay”, The 13th ACM International Symposium on QoS and Security for Wireless and Mobile Networks (Q2SWinet), November 3-8, 2017, Miami Beach, USA.
Arash Behboodi, Filip Lemic, Adam Wolisz, Rudolf Mathar, “Interference Effect on the Performance of Fingerprinting Localization”, International Conference on Indoor Positioning and Indoor Navigation (IPIN 2017), Japan, September 2017
Filip Lemic, Arash Behboodi, Vlado Handziski, Anatolij Zubow, Adam Wolisz, “Location-based Decision-making Mechanism for Device-to-Device Link Establishment”, IEEE 86th Vehicular Technology Conference (VTC), 24-27 September 2017, Toronto, Canada.
Arash Behboodi and Gholamreza Alirezaei and Rudolf Mathar, “On the Discreteness of Capacity-Achieving Distributions for the Censored Channel”, 2017 IEEE International Symposium on Information Theory (ISIT), Aachen, July 2017
Hieu Le, Konstantin Miller, Arash Behboodi, Adam Wolisz, “Cross-Layer Approach for HTTP-Based Low-Delay Adaptive Streaming in Mobile Networks”, IEEE International Symposium on a World of Wireless Mobile and Mutlimedia Networks, IEEE WoWMoM, June 12-15, 2017 Macao, China.
Arash Behboodi, Filip Lemic, Adam Wolisz, “Hypothesis Testing Based Model for Fingerprinting Localization Algorithms”, IEEE 85th Vehicular Technology Conference (VTC), 4-7 June 2017, Sydney, Australia.
Sudarshan Sadananda, Arash Behboodi and Rudolf Mathar, “Energy Saving in Heterogeneous Cellular Networks with User Classification”, 21st International ITG Workshop on Smart Antennas (WSA), Berlin, Germany, 2017
Arash Behboodi, G. Alirezaei, R. Mathar, "On the Capacity of Censored Channels", 11th International ITG Conference on Systems, Communications and Coding (SCC'17), Hamburg, Germany, Feb. 2017
Arya Bangun, Arash Behboodi and Rudolf Mathar, Sparse Recovery in Wigner-D Basis Expansion, 2016 IEEE Global Conference on Signal and Information Processing (GlobalSIP), December 7- 9, 2016, Greater Washington, D.C.
Arash Behboodi, Anas Chaaban, Rudolf Mathar, Mohamed-Slim Alouini, "On Full Duplex Gaussian Relay Channels with Self-Interference ", IEEE International Symposium on Information Theory , ISIT 2016, July 2016, Barcelona, Spain
R. Cornelius, D. Heberling, N. Koep, A. Behboodi, R. Mathar, Compressed Sensing Applied to Spherical Near-field to Far-field Transformation, 10th European Conference on Antennas and Propagation (EuCAP 2016), Davos, Switzerland, April 2016
Filip Lemic, Arash Behboodi, Vlado Handziski, Adam Wolisz, “ Increasing Interference Robustness of WiFi Fingerprinting by Leveraging Spectrum Information”, IEEE International Conference on Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing (CIT/IUCC/DASC/PICOM), Liverpool, Oct. 2015
Hieu Le, Arash Behboodi, Adam Wolisz, "Quality Driven Resource Allocation for Adaptive Video Streaming in OFDMA Uplink ", Proc. IEEE Personal, Indoor and Mobile Radio Communications (PIMRC), pp. 1456 -1461, August 2015
Niklas Wirström, Arash Behboodi, Filip Lemic, Thiemo Voight, Adam Wolisz, “Localization using Anonymous Measurements”, International Conference on Distributed Computing in Sensor Systems (DCOSS 2015),Fortaleza, Brazil June 2015
Arash Behboodi, Niklas Wirström, Filip Lemic, Thiemo Voight, Adam Wolisz, “Interference Effect on Localization Solutions: Signal Feature Perspective”, IEEE 81st Vehicular Technology Conference, VTC2015-Spring 11-14 May 2015, Glasgow, Scotland
Arash Behboodi, Oblivious Lattice Coding for Gaussian Relay Channels, IEEE International Conference on Communications - ICC 2015, 8-12 June, London
Filip Lemic, Arash Behboodi, Vlado Handziski, Adam Wolisz, “Towards Systematic Experimental Evaluation of Fingerprinting-based Indoor Localization Approaches”, 5th International Conference on Indoor Positioning and Indoor Navigation, IPIN 2014, October 17-30 Busan, Korea
Onur Ergin, Vlado Handziski, Arash Behboodi, Adam Wolisz, “Determining Node Sequence in a Linear Configuration”, 5th International Conference on Indoor Positioning and Indoor Navigation, IPIN 2014, October 17-30 Busan, Korea
Hieu Le, Arash Behboodi, Adam Wolisz, “Dynamic Resource Allocation in OFDMA Uplink for MAI Mitigation and Throughput Improvement”, IEEE Vehicular Technology Conference 2014- VTC Fall, 14-17 September 2014, Vancouver, Canada
Arash Behboodi, et al., “Evaluation of RF-based Indoor Localization Solutions for the Future Internet”, Future Network and Mobile Summit 2013 , 3 - 5 July 2013, Lisbon, Portugal.
Arash Behboodi, Pablo Piantanida, Mixed Noisy Network Coding, 2013 IEEE International Symposium on Information Theory (ISIT), pp. 2324-2328, July, 2013
Arash Behboodi, Pablo Piantanida,On the Asymptotic Spectrum of the Error Probability of Composite Networks, Information Theory Workshop 2012 (ITW). September 3-7, 2012, Lausanne - Switzerland (Invited Paper)
Arash Behboodi, Pablo Piantanida, “Selective Coding Strategy for Unicast Composite Networks”, IEEE International Symposium on Information Theory , ISIT 2012, July 2012 Cambridge, MA, USA
Arash Behboodi, Pablo Piantanida, “Selective Coding Strategy for Composite Relay Channels”, 5th International Symposium on Communication, Control, and signal processing, ISCCSP 2012, May 2012 Rome, Italy (Invited Paper)
Arash Behboodi, Pablo Piantanida, “Cooperative Strategies for Simultaneous Relay Channels”, 23rd Symposium on Signal and Image Processing, GRETSI, September 2011 Bordeaux, France
Arash Behboodi, Pablo Piantanida, On the Asymptotic Error Probability of Composite Relay Channel, IEEE International Symposium on Information Theory, ISIT 2011, August 2011 St Petersburg, Russia
Arash Behboodi, Pablo Piantanida, Broadcasting over the Relay Channel with Oblivious Cooperative Strategy, Forty-Eighth Annual Allerton Conference on Communication, Control, and Computing, September 29 - October 1, 2010 Allerton Retreat Center, Monticello, Illinois
Arash Behboodi, Pablo Piantanida, Capacity of a Class of Broadcast Relay Channels, IEEE International Symposium on Information Theory, ISIT 2010, June 13-18, 2010 Austin, Texas
Arash Behboodi, Pablo Piantanida, “On the Simultaneous Relay Channel with Collocated Relay and Destination Nodes”, WiOPT 2010 - International Workshop on Wireless Networks: Communication, Cooperation and Competition (WNC), May 31, 2010, Avignon, France
Arash Behboodi, Pablo Piantanida, “On the Simultaneous Relay Channel with Informed Receivers”, IEEE International Symposium on Information Theory, ISIT 2009, June 28-July 3, 2009- Seoul, Korea
Mohsen Baratvand, Mahmood Tabandeh, Arash Behboodi, Ali Fotowat Ahmadi, “Jitter-Buffer Man- agement for VoIP over Wireless LAN in a Limited Resource Device”, the Fourth International Con- ference on Networking and Services, ICNS 2008, March 16-21, 2008 - Gosier, Guadeloupe
Tom Van Haute, Eli De Poorter, Jen Rossey, Ingrid Moerman, Vlado Handziski, Arash Behboodi, Filip Lemic, Adam Wolisz, Niklas Wiström, Thiemo Voigt, Pieter Crombez, Piet Verhoeve, Jose Javier de las Heras The evarilos benchmarking handbook: Evaluation of rf-based indoor localization solutions EVARILOS project, 2013
Hieu Le, Arash Behboodi, Adam Wolisz, Multiple Access Interference Mitigation in OFDMA Uplink via Static Assignment of Guard Bands and Guard Intervals, TKN Technical Report Series TKN-13-004, Telecommunication Networks Group, Technische Universität Berlin, October 2013
Hieu Le, Arash Behboodi, Adam Wolisz, Multiple Access Interference Mitigation in OFDMA Uplink using Dynamic Resource Allocation and Guard Bands, TKN Technical Report Series TKN-13-005, Telecommunication Networks Group, Technische Universität Berlin, October 2013