miguel rodrigues

READER of Information Theory and Information Processing

Dept. Electronic & Electrical Eng.
Faculty of Engineering Science
University College London

publications

book chapters

M. R. D. Rodrigues, M. Nokleby, F. Renna, and A. R. Calderbank. Compressive classification: Where wireless communications meets machine learning. In H. Boche et al. (eds.), Compressed Sensing and its Applications, Applied and Numerical Harmonic Analysis, Springer, 2015.

journal papers

N. Deligiannis, J. Mota, E. Zimos, and M. R. D. Rodrigues. Heterogeneous Networked Data Recovery from Compressive Measurements Using a Copula Prior. IEEE Transactions on Communications, 2017. (to appear)

J. Sokolic, R. Gyries, G. Sapiro, and M. R. D. Rodrigues. Robust Large Margin Deep Neural Networks. IEEE Transactions on Signal Processing, vol. 65, no. 16, pp. 4265-4280, August 2017. 

J. M. C. Mota, N. Deligiannis, and M. R. D. Rodrigues. Compressed Sensing with Prior Information: Strategies, Geometry, and Bounds. IEEE Transactions on Information Theory, vol. 63, no. 7, pp. 4472-4496, July 2017.

L. Wang, M. Chen, M. R. D. Rodrigues, D. Wilcox, A. R. Calderbank, L. Carin. Information-Theoretic Compressive Measurement Design. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 39, no. 6, pp. 1150-1164, June 2017.

N. Deligiannis, J. F. C. Mota, B. Cornelis, M. R. D. Rodrigues, and I. Daubechies. Multi-Modal Dictionary Learning for Image Separation With Application In Art Investigation. IEEE Transactions on Image Processing, vol. 26, no. 2, pp. 751 – 764, Feb. 2017.

F. Renna, L. Wang, X. Yuan, J. Yang, G. Reeves, A. R. Calderbank, L. Carin, and M. R. D. Rodrigues. Classification and Reconstruction of High-Dimensional Signals from Low-Dimensional Features in the Presence of Side Information. IEEE Transactions on Information Theory, vol. 62, no. 11, pp. 6459 – 6492, Nov. 2016.

H. Reboredo, F. Renna, A. R. Calderbank, M. R. D. Rodrigues. Bounds on the number of measurements for reliable compressive classification. IEEE Transactions on Signal Processing, vol. 64, no. 22, pp. 5778 – 5793, Nov. 2016.

J. Sokolic, F. Renna, A. R. Calderbank, M. R. D. Rodrigues. Mismatch in the classification of linear subspaces: Sufficient conditions for reliable classification. IEEE Transactions on Signal Processing, vol. 64, no. 12, pp. 3035 – 3050, June 2016.

J. Mota, N. Deligiannis, A. Sankaranaraynan, V. Cevher, M. R. D. Rodrigues. Adaptive-rate reconstruction of time-varying signals with application in compressive foreground extraction. IEEE Transactions on Signal Processing, vol. 64, no. 14, pp. 3651 – 3666, July 2016.

L. Wang, J. Huang, X. Yuan, K. Krishnamurthy, J. Greenberg, V. Cevher, M. R. D. Rodrigues, D. Brady, A. R. Calderbank, and L. Carin. Signal recovery and system calibration from multiple compressive Poisson measurements. SIAM Journal on Imaging Sciences, vol. 8, no. 3, pp. 1923-1954, September 2015.

M. Nokleby, M. R. D. Rodrigues, and A. R. Calderbank. Discrimination on the Grassmann Manifold: Fundamental Limits of Subspace Classifiers. IEEE Transactions on Information Theory, vol. 61, no. 4, pp. 2133-2147, April 2015.

W. Chen, I. J. Wassell, and M. R. D. Rodrigues. Dictionary design for distributed compressive sensing. IEEE Signal Processing Letters, vol. 22, no. 1, pp. 95-99, January 2015.

A. G. C. P. Ramos and M. R. D. Rodrigues. Fading channels with arbitrary inputs: Asymptotics of the constrained capacity and information and estimation measures. IEEE Transactions on Information Theory, vol. 60, no. 9, pp. 5653-5672, September 2014.

J. M. B. Oliveira, H. M. Salgado and M. R. D. Rodrigues. A new MSE channel estimator optimized for nonlinearly distorted faded OFDM signals with applications to radio-over-fiber. IEEE Transactions on Communications, vol. 62, pp. 2977-2985, August 2014.

K. Zhang, M. Tomlinson, M. Ahmed, M. Ambroze and M. R. D. Rodrigues. Best binary equivocation code construction for syndrome coding. IET Communications, vol. 8, pp. 1696- 1704, July 2014.

F. Renna, A. R. Calderbank, L. Carin and M. R. D. Rodrigues. Reconstruction of signals drawn from a Gaussian mixture from noisy compressive measurements. IEEE Transactions on Signal Processing, vol. 62, pp. 2265-2277, May 2014.

L. Wang, D. Carlson, M. R. D. Rodrigues, A. R. Calderbank and L. Carin. A Bregman matrix and the gradient of mutual information for vector Poisson and Gaussian channels. IEEE Transactions on Information Theory, vol. 60, pp. 2611-2629, May 2014.

M. R. D. Rodrigues. Multiple-antenna fading channels with arbitrary inputs: Characterization and optimization of the information rate. IEEE Transactions on Information Theory, vol. 60, pp. 569-585, January 2014.

W. Chen and M. R. D. Rodrigues. Dictionary learning with optimized projection design for compressive sensing applications. IEEE Signal Processing Letters, vol. 20, pp. 992-995, October 2013.

H. Reboredo, J. Xavier, and M. R. D. Rodrigues. Filter design with secrecy constraints: The MIMO Gaussian wiretap channel. IEEE Transactions on Signal Processing, vol. 61, pp. 3799- 3814, August 2013.

W. Chen, M. R. D. Rodrigues, and I. J. Wassell. Projections design for statistical compressive sensing: A tight frame based approach. IEEE Transactions on Signal Processing, vol. 61, pp. 2016-2029, April 2013.

W. R. Carson, M. Chen, M. R. D. Rodrigues, A. R. Calderbank, and L. Carin. Communications- inspired projection design with application to compressive sensing. SIAM Journal on Imaging Sciences, vol. 5, pp. 1185-1212, October 2012.

W. Chen, M. R. D. Rodrigues and I. J. Wassell. A Fréchet mean approach for compressive sensing date acquisition and reconstruction in wireless sensor networks. IEEE Transactions on Wireless Communications, vol. 11, pp. 3598-3606, October 2012.

W. Chen, M. R. D. Rodrigues, and I. J. Wassell. On the use of unit-norm tight frames to improve the average MSE performance in compressive sensing applications. IEEE Signal Processing Letters, vol. 19, pp. 8-11, January 2012..

W. R. Carson, M. R. D. Rodrigues and I. J. Wassell. Characterization of demapper EXIT functions with BEC a priori information with applications to BICM-ID. IEEE Transactions on Communications, vol. 59, pp. 3080-3089, November 2011.

V. U. Prabhu and M. R. D. Rodrigues. On wireless channels with M-antenna eavesdroppers: Characterization of the outage probability and outage secrecy capacity. IEEE Transactions on Information Forensics and Security - Special Issue on Using the Physical Layer for Securing the Next Generation of Communication Systems, vol. 3, pp. 853-860, September 2011.

I. Kanaras, A. Chorti, M. R. D. Rodrigues and I. Darwazeh. A fast constrained sphere decoder for ill conditioned communication systems. IEEE Communications Letters, vol. 14, pp. 999- 1001, November 2010.

F. Pérez-Cruz, M. R. D. Rodrigues and S. Verdú. MIMO Gaussian channels with arbitrary inputs: Optimal precoding and power allocation. IEEE Transactions on Information Theory, vol. 56, pp. 1070-1084, March 2010.

I. A. Chatzigeorgiou, A. Demosthenous, M. R. D. Rodrigues and I. J. Wassell. On the performance- complexity tradeoff of convolutional codes for broadband FWA systems. IET Communications, vol. 4, pp. 419-427, March 2010.

I. A. Chatzigeorgiou, M. R. D. Rodrigues, I. J. Wassell and R. A. Carrasco. Analysis and design of punctured rate-1/2 turbo codes exhibiting low error floors. IEEE Journal on Selected Areas in Communications - Special Issue on Capacity Approaching Codes, vol. 27, pp. 944-953, August 2009.

I. A. Chatzigeorgiou, M. R. D. Rodrigues, I. J. Wassell and R. A. Carrasco. The augmented state diagram and its applications to convolutional and turbo codes. IEEE Transactions on Communications, vol. 57, pp. 1948-1958, July 2009.

M. Bloch, J. Barros, M. R. D. Rodrigues and S. W. McLaughlin. Wireless information-theoretic security. IEEE Transactions on Information Theory - Special Issue on Information-Theoretic Security, vol. 54, pp. 2515-2534, June 2008.

M. R. D. Rodrigues, I. A. Chatzigeorgiou, I. J. Wassell and R. A. Carrasco. Performance analysis of turbo codes in quasi-static fading channels. IET Communications, vol. 2, pp. 449-461, March 2008.

I. A. Chatzigeorgiou, M. R. D. Rodrigues, I. J. Wassell and R. A. Carrasco. A comparison of convolutional and turbo coding schemes for broadband FWA systems. IEEE Transactions on Broadcasting, vol. 53, pp. 494-503, June 2007.

J. A. Adeane, M. R. D. Rodrigues and I. J. Wassell. Lattice reduction based detection techniques for MIMO-OFDM-CDM communication systems. IET Communications, vol. 1, pp. 526-531, June 2007.

J. A. Adeane, M. R. D. Rodrigues and I. J. Wassell. Centralised and distributed power allocation for cooperative networks. Electronics Letters, vol. 43, pp. 39-40, January 2007.

M. R. D. Rodrigues and I. J. Wassell. IMD reduction with SLM and PTS to improve the error probability performance of non-linearly distorted OFDM signals. IEEE Transactions on Vehicular Technology, vol. 55, pp. 537-548, March 2006.

M. R. D. Rodrigues and I. J. Wassell. IMD reduction coding to improve the error probability performance of non-linearly distorted OFDM signals. IEE Proceedings-Communications, vol. 152, pp. 559-566, October 2005.

M. R. D. Rodrigues, I. Darwazeh and J. J. O’Reilly. Volterra-series-based analytic technique to assess the power density spectrum of nonlinearly distorted OFDM signals. IEE Proceedings- Communications, vol. 151, pp. 401-407, August 2004.

M. R. D. Rodrigues, I. Darwazeh and J. J. O’Reilly. Error probability behaviour of nonlinearly distorted OFDM signals. Electronics Letters, vol. 39, pp. 1620-1622, October 2003.

conference papers

J. Sokolic, R. Gyries, G. Sapiro, and M. R. D. Rodrigues. Generalization Error of Invariant Classifiers. Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS), Fort Lauderdale, Florida, USA, April 2017.

L. Wang, A. Razi, M. R. D. Rodrigues, A. R. Calderbank and L. Carin. Nonlinear information- theoretic compressive measurement design. Proceedings of the International Conference on Machine Learning (ICML), Beijing, China, June 2014.

L. Wang, D. Carlson, M. R. D. Rodrigues, D. Wilcox, A. R. Calderbank and L. Carin. Desig- ned measurements for vector count data. Proceedings of Advances in Neural Information Processing Systems (NIPS), Lake Tahoe, Nevada, USA, December 2013.

M. Chen, W. R. Carson, M. R. D. Rodrigues, A. R. Calderbank, and L. Carin. Communications inspired linear discriminant analysis. Proceedings of the International Conference on Machine Learning (ICML), Edinburgh, UK, June 2012.