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Articles by Topic Sequential techniques and optimal stopping Machine learning and nonlinear modeling Event-Triggered sampling and applications Medical signal processing Probabilistic & statistical methods in databases Statistical Signal Processing & Adaptive/Learning Algorithms Digital communications & networks Filter design techniques Off-line detection of changes Detection & estimation Miscellanea   Editorials   Patents

Sequential Techniques & Optimal Stopping (23J, 20C, 1D) G. Fellouris, V.V. Veeravalli, G.V. Moustakides, Quickest change detection with controlled sensing, IEEE Journal on Selected Areas in Information Theory, vol. 5, pp. 1-11, 2024.  pdf  G.V. Moustakides, X. Liu, O. Milenkovic, Optimal stopping methodology for the secretary problem with random queries, Journal of Applied Probability, pp. 1-25, Oct. 2023.  pdf  L. Xie, G.V. Moustakides, Y. Xie, Window-limited CUSUM for sequential change detection, IEEE Transactions on Information Theory, vol. 69, no 9, pp. 1557-9654, Sep. 2023.  pdf  Q. Xu, Y. Mei, G.V. Moustakides, Optimum multi-stream sequential change-point detection with sampling control, IEEE Transactions on Information Theory, vol. 67, no. 11, pp. 7627-7636, Nov. 2021.  pdf  G. Rovatsos, G.V. Moustakides, V.V. Veeravalli, Quickest detection of moving anomalies in sensor networks, IEEE Journal on Selected Areas in Information Theory, vol. 2, no. 2, pp. 762-773, June 2021.  pdf  L. Xie, Y. Xie, G.V. Moustakides, Sequential subspace changepoint detection, Sequential Analysis, vol. 39, no. 3, pp. 307-335, 2020. Also, finalist for best student paper award (4 papers out of 38) in Informs, Section: Quality, Statistics & Reliability.  pdf  Q. Xu, Y. Mei, G.V. Moustakides, Second-order asymptotically optimal change-point detection algorithm with sampling control, Proceedings of the IEEE Symposium on Information Theory, Los Angeles, USA, June 2020.  pdf  G. Rovatsos, G.V. Moustakides, V.V. Veeravalli, Quickest detection of a dynamic anomaly in a heterogeneous sensor networks, Proceedings of the IEEE Symposium on Information Theory, Los Angeles, USA, June 2020.  pdf  G. Rovatsos, G.V. Moustakides, V.V. Veeravalli, Quickest detection of an anomaly in a sensor network, Proceedings of the 2019 Asilomar conference on Signals, Systems, and Computers, Nov. 2019.  pdf  L. Xie, Y. Xie, G.V. Moustakides, Asynchronous multi-sensor changepoint detection for seismic tremors, Proceedings of the IEEE International Symposium on Information Theory, Paris, France, July 2019.  pdf  G.V. Moustakides, Detecting changes in hidden Markov models, Proceedings of the IEEE International Symposium on Information Theory, Paris, France, July 2019.  pdf  T. Yaacoub, Y. Mei, D. Goldsman, G.V. Moustakides, Tandem-width sequential confidence intervals for a Bernoulli proportion, Sequential Analysis, vol. 38, no. 2, pp. 163-183, July 2019.  pdf  T. Yaacoub, G.V. Moustakides, Y. Mei, Optimal stopping for interval estimation in Bernoulli trials, IEEE Transactions on Information Theory, vol. 65, no. 5, pp. 3022-3033, May 2019.  pdf  L. Xie, G.V. Moustakides, Y. Xie, First-order optimal sequential subspace change-point detection, Proceedings of the 6th IEEE Global Conference on Signal and Information Processing, Anaheim, California, USA, Nov. 2018.  pdf  T. Banerjee, G.V. Moustakides, Min-max optimality of Shiryaev-Roberts procedure for quickest drift change detection of a Brownian motion, Sequential Analysis, vol. 36, no 3, pp. 355-369, Sept. 2017.  pdf  G.V. Moustakides, T. Yaacoub, Y. Mei, Sequential estimation based on conditional costs, Proceedings of the IEEE International Symposium on Information Theory, Aachen, Germany, June 2017.  pdf  G. Fellouris, G.V. Moustakides, V.V. Veeravalli, Multistream quickest change detection: Asymptotic optimality under a sparse signal, Proceedings of the 42nd IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP-2017, New Orleans, USA, March 2017.  pdf  G.V. Moustakides, How to capture a stopping time: The independent case, Proceedings of the 50th Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2016.  pdf  G.V. Moustakides, V.V. Veeravalli, Sequentially detecting transitory changes, Proceedings of the IEEE International Symposium on Information Theory, Barcelona, Spain, July 2016.  pdf  W. Zhang, G.V. Moustakides, H.V. Poor, Opportunistic detection rules: Finite and asymptotic analysis, IEEE Transactions on Information Theory, vol. 62, no. 4, pp. 1-16, April 2016.  pdf  G.V. Moustakides, Optimum Shewhart tests for Markovian data, Proceedings of the 53rd Annual Allerton Conference on Communication, Control and Computing, Sept. 2015.  pdf  Y. Yilmaz, G.V. Moustakides, X. Wang, Sequential joint detection and estimation, Teoriya Veroyatnostei i ee Primeneniya, vol. 59, no. 3, pp. 562-578, 2014 (Russian edition); also in SIAM Theory of Probability and its Applications, vol. 59, no. 3, pp. 452-465, 2015 (English edition).  pdf  W. Zhang, G.V. Moustakides, H.V. Poor, Opportunistic detection rules, Proceedings of the IEEE International Symposium on Information Theory, Honolulu, Hawaii, June 2014.  pdf  G.V. Moustakides, Multiple optimality properties of the Shewhart test, Sequential Analysis, vol 33, pp 318-344, 2014.  pdf  Y. Yilmaz, G.V. Moustakides, X. Wang, Optimal sequential parameter estimation, Proceedings IEEE International Symposium on Information Theory, Istanbul, Turkey, July 2013.  pdf  G. Fellouris, G.V. Moustakides, Decentralized sequential hypothesis testing using asynchronous communication, IEEE Transactions on Information Theory, vol. 57, no. 1, pp. 534-548, Jan. 2011.  pdf  G.V. Moustakides, A.S. Polunchenko, A.G. Tartakovsky, A numerical approach to performance analysis of quickest change-point detection procedures, Statistica Sinica, vol. 21, no. 2, pp. 571-596, April 2011.  pdf  G.V. Moustakides, A.G. Tartakovsky, A note on "The optimal stopping time for detecting changes in discrete time Markov processes" by Han and Tsung, Sequential Analysis, vol. 29, no. 4, pp. 483-486, Oct. 2010.  pdf  A.G. Tartakovsky, G.V. Moustakides, Discussion on "Quickest Detection Problems: Fifty Years Later" by Albert N. Shiryaev, Sequential Analysis, vol. 29, no. 4, pp. 386-393, Oct. 2010.  pdf  (Discussion paper) G. Fellouris, G.V. Moustakides, Y. Mei, Epidemic detection using CUSUM, Proceedings 5th International Workshop on Applied Probability, IWAP'2010, Madrid, Spain, July 2010.  pdf  A.G. Tartakovsky, G.V. Moustakides, State-of-the-art in Bayesian changepoint detection, Sequential Analysis, special issue on changepoint detection in honor of Prof. Shiryaev's 75th birthday, vol. 29, no. 2, pp. 125-145, April 2010.  pdf  G. Fellouris, G.V. Moustakides, Decentralized sequential hypothesis testing in discrete time, Proceedings 2nd International Workshop on Sequential Methodologies, IWSM'2009, Troyes, France, June 2009.  pdf  G.V. Moustakides, Change-point models and performance measures for sequential change detection, Proceedings 2nd International Workshop on Sequential Methodologies, IWSM'2009, Troyes, France, June 2009.  pdf  A.G. Tartakovsky, A.S. Polunchenko, G.V. Moustakides, Design and comparison of Shiryaev-Roberts and CUSUM-type change-point detection procedures, Proceedings 2nd International Workshop on Sequential Methodologies, IWSM'2009, Troyes, France, June 2009.  pdf  G.V. Moustakides, A.S. Polunchenko, A.G. Tartakovsky, Numerical comparison of CUSUM and Shiryayev-Roberts procedures, Communications in Statistics, Theory and Methods, special issue on: Recent advances in theory and applications of Statistics, vol. 38, no. 16 & 17, pp. 3225-3239, 2009.  pdf  G. Fellouris, G.V. Moustakides, Asymptotically optimum tests for decentralized change detection, Proceedings 4th International Workshop on Applied Probability, IWAP'2008, Compiegne, France, July 2008.  pdf  G. Fellouris, G.V. Moustakides, Asymptotically optimum tests for decentralized sequential testing in continuous time, Proceedings 11th International Conference on Information Fusion, Fusion'2008, Cologne, Germany, June-July 2008.  pdf  G.V. Moustakides, Sequential change detection revisited, Annals of Statistics, vol. 36, no. 2, pp. 787-807, April 2008.  pdf  G.V. Moustakides, Decentralized CUSUM change detection, Proceedings 9th International Conference on Information Fusion, Fusion 2006, Florence, Italy, July 2006.  pdf  O. Hadjiliadis, G.V. Moustakides, Optimal and asymptotically optimal CUSUM rules for change point detection in the Brownian motion model with multiple alternatives, Teoriya Veroyatnostei i ee Primeneniya, vol. 50, no. 1, pp. 131-144, 2005 (Russian edition).  pdf  Also in SIAM Theory of Probability and its Applications, vol. 50, no. 1, pp. 75-85, Jan. 2006 (English edition).  pdf  O. Hadjiliadis, G.V. Moustakides, Optimal and asymptotically optimal CUSUM rules for detecting a regime change in the Brownian Motion model with multiple alternatives, Proceedings Joint Statistical Meeting, JSM'2004, Section on Quality and Productivity, pp. 2116-2123, Toronto, Canada, Aug. 2004.  pdf  G.V. Moustakides, Optimality of the CUSUM procedure in continuous time, Annals of Statistics, vol 32, no. 1, pp. 302-315, Feb. 2004.  pdf  G.V. Moustakides, Performance of CUSUM tests for detecting changes in continuous time processes, Proceedings IEEE International Symposium on Information Theory, IEEE ISIT'2002, pp. 186, Laussane, Switzerland, July 2002.  pdf  G.V. Moustakides, Extension of Wald's first lemma to Markov processes, Journal of Applied Probability, vol. 36, no. 1, pp. 48-59, March 1999.  pdf  G.V. Moustakides, Quickest detection of abrupt changes for a class of random processes, IEEE Transactions on Information Theory, vol. 44, no. 5, pp. 1965-1968, Sept. 1998.  pdf  G.V. Moustakides, Optimal stopping times for detecting changes in distributions, Annals of Statistics, vol. 14, no. 4, pp. 1379-1387, Dec. 1986.  pdf

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Machine Learning and Nonlinear Modeling (0J, 4C, 6A) G.V. Moustakides, Data-driven parameter estimation, Proceedings of the IEEE Symposium on Information Theory, Espoo, Finland, June 2022.  pdf  K. Basioti, G.V. Moustakides, Single image restoration with generative priors, IEEE International Conference on Image Processing, Anchorage Alaska, USA, Sep. 2021.  pdf  K. Basioti, G.V. Moustakides, Generative adversarial networks: A likelihood ratio approach, International Joint Conference on Neural Networks, Shenzhen, China, July 2021.  pdf  K. Basioti, G.V. Moustakides, Image de-quantization using generative models as priors, arXiv: 2007.07923, July 2020.  arXiv  K. Basioti, G.V. Moustakides, E.Z. Psarakis, Maximal correlation: An alternative criterion for training generative networks, Proceedings of the 24th European Conference on Artificial Intelligence, June 2020.  pdf  K. Basioti, G.V. Moustakides, Image restoration from parametric transformations using generative models, arXiv: 2005.14036, May 2020.  arXiv  K. Basioti, G.V. Moustakides, Designing GANs: A likelihood ratio approach, arXiv: 2002.00865, Feb. 2020  arXiv  G.V. Moustakides, K. Basioti, Training neural networks for likelihood/density ratio estimation, arXiv: 1911.00405, Nov. 2019.  arXiv  K. Basioti, G.V. Moustakides, Optimizing shallow networks for binary classification, arXiv: 1905.10161, May 2019  arXiv  K. Basioti, G.V. Moustakides, E.Z. Psarakis, Kernel-based training of generative networks, arXiv: 1811.09568, Nov. 2018.  arXiv

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Event-Triggered Sampling & Applications (5J, 4C, 1B) Y. Yilmaz, G.V. Moustakides, X. Wang, Sequential and decentralized estimation of linear regression parameters in wireless sensor networks, IEEE Transactions on Aerospace and Electronic Systems, vol. 52, no. 1, pp. 288-306, Feb. 2016.  pdf  Y. Yilmaz, G.V. Moustakides, X. Wang, A. Hero, Event-based statistical signal processing, Chapter 20 in Event-Based Control and Signal Processing, pp. 457-485, M. Miskowicz (editor), CRC Press, Taylor & Francis, 2016.  pdf  Y. Yilmaz, G.V. Moustakides, X. Wang, Channel-aware decentralized detection via level-triggered sampling, IEEE Transactions on Signal Processing, vol. 61, no. 2, pp. 300-315, Jan. 2013.  pdf  Y. Yilmaz, G.V. Moustakides, X. Wang, Sequential decentralized detection under noisy channels, Proceedings 50th Annual Allerton Conference on Communication, Control, and Computing, Oct. 2012.  pdf  Y. Yilmaz, G.V. Moustakides, X. Wang Cooperative sequential spectrum sensing based on event-triggered sampling, IEEE Transactions on Signal Processing, vol. 60, no. 9, pp. 4509-4524, Sept. 2012.  pdf  M. Rabi, G.V. Moustakides, J.S. Baras, Adaptive sampling for linear state estimation, SIAM Journal on Control and Optimization, vol. 50, no. 2, pp. 672-702, March 2012.  pdf  Y. Yilmaz, G.V. Moustakides, X. Wang, Spectrum sensing via event-triggered sampling, Proceedings Asilomar Conference on Signals, Systems and Computers, Pacific Grove, Nov. 2011.  pdf  M. Rabi, G.V. Moustakides, J.S. Baras, Multiple sampling for estimation on a finite horizon, Proceedings 45th IEEE Conference on Decision and Control, CDC'2006, San Diego, USA, pp. 1351-1357, Dec. 2006.  pdf  M. Rabi, J.S. Baras, G.V. Moustakides, Efficient sampling for keeping track of an Ornstein-Uhlenbeck process, Proceedings 14-th Mediterranean Conference on Control and Automation, Ancona, Italy, June 2006.  pdf

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Medical Signal Processing (1J, 3C) A. Liavas, G.V. Moustakides, G. Henning, E.Z. Psarakis, P. Husar, A periodogram-based method for the detection of steady-state visually evoked potentials, IEEE Transactions on Biomedical Engineering, vol. BE-45, no. 2, pp. 242-248, Feb. 1998.  pdf  A. Liavas, G.V. Moustakides, G. Henning, E.Z. Psarakis, P. Husar, On the detection of steady state visually evoked potentials, Proceedings 18th Annual International Conference of the IEEE Engineering in Medicine and Biology, vol. 3, pp. 946-947, Netherlands, Sept. 1996.  pdf  G. Iwanowa, G. Henning, W. Muller, G.V. Moustakides, Automatic detection of visual evoked potentials - an urgent necessity for objective perimetric investigations, Proceedings 15th Annual International Conference of the IEEE Engineering in Medicine and Biology, pp. 1387-1388, San Diego, Oct. 1993.  pdf  A. Brikou, G.V. Moustakides, A. Bezerianos, P. Papathanasopoulos, Adaptive identification of visual evoked potentials, application to multiparametric stimulation, Proceedings MEDICON'1992 Conference, vol. I, pp. 129-132, Capri, Italy, July 1992.  pdf

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Probabilistic & Statistical Methods in Databases (3J, 2C) G.V. Moustakides, V.S. Verykios, Optimal stopping: a record-linkage approach, ACM Journal of Data and Information Quality, special issue on Data Quality in Databases, vol. 1, no. 2, pp. 9:1-9:34, Sept. 2009.  pdf  G.V. Moustakides, V.S. Verykios, A max-min approach for hiding frequent itemsets, Data and Knowledge Engineering Journal, Elsevier, invited paper, special issue on Data Hiding, vol. 65, no. 1, pp. 75-89, April 2008.  pdf  G.V. Moustakides, V. Verykios, A max-min approach for hiding frequent itemsets, Proceedings 6-th International Conference on Data Mining Workshops ICDMW'2006, Workshop on Privacy Aspects of Data Mining, PADM'2006, pp. 502-506, Hong Kong, Dec. 2006.  pdf  V.S. Verykios, G.V. Moustakides, A Generalized Cost Optimal Decision Model for Record Matching, Proceedings Workshop on Information Quality in Information Systems, IQIS'2004, pp. 20-26, Paris, June 2004.  pdf  V.S. Verykios, G.V. Moustakides, M.G. Elfeky, A Baysian decision model for cost optimal record matching, The Very Large Data Bases Journal, vol. 12, no. 1, pp. 28-40, May 2003.  pdf

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Statistical Signal Processing & Adaptive/Learning Algorithms (9J, 11C) G.V. Moustakides, F. Salib, K. Basioti, Adaptive blind separation of two dependent sources, Proceedings of the 2019 Allerton conference, pp. 1128-1135, Sep. 2019.  pdf  P. Niavis, G.V. Moustakides, Unbiased adaptive system identification for correlated input and noise, Proceedings 21st European Signal Processing Conference, EUSIPCO'2013, Marrakech, Morocco, Sept. 2013.  pdf  X.G. Doukopoulos, G.V. Moustakides, Fast and stable subspace tracking, IEEE Transactions on Signal Processing, vol. 56, no. 4, pp. 1452-1465, April 2008.  pdf  X.G. Doukopoulos, G.V. Moustakides, The fast data projection method for stable subspace tracking, Proceedings 13th European Signal Processing Conference, EUSIPCO'2005, Antalya, Turkey, Sept. 2005.  pdf  G.V. Moustakides, Optimum adaptive blind source separation algorithms, Proceedings IEEE International Conference on Acoustic Speech and Signal Processing, IEEE ICASSP'2002, vol. 2, pp. 1645-1648, Orlando, Florida, USA, May 2002.  pdf  S.A. Kassam, Y. Zhang, G.V. Moustakides, Some results on a BSS algorithm under non-standard conditions, Proceedings 33rd Annual Conference on Information Sciences & Systems, pp. 385-390, Johns Hopkins University, Baltimore, Maryland, March 1999.  pdf  G.V. Moustakides, Exponential convergence of products of random matrices, application to the study of adaptive algorithms, International Journal of Adaptive Control and Signal Processing, vol. 2, no. 12, pp. 579-597, Dec. 1998.  pdf  G.V. Moustakides, Locally optimum adaptive signal processing algorithms, IEEE Transactions on Signal Processing, vol. SP-46, no. 12, pp. 3315-3325, Dec. 1998.  pdf  G.V. Moustakides, Exponential convergence of adaptive algorithms, Proceedings IEEE International Symposium on Information Theory, ISIT'1998, pp. 262, MIT, Boston, USA, Aug. 1998.  pdf  G.V. Moustakides, Study of the transient phase of the constant forgetting factor RLS, IEEE Transactions on Signal Processing, vol. SP-45, no. 10, pp. 2468-2476, Oct. 1997.  pdf  G.V. Moustakides, Performance of the forgetting factor RLS during the transient phase, Proceedings IEEE Digital Signal Processing Workshop, DSP'1996, pp. 370-373, Loen, Norway, Sept. 1996.  pdf  P.P. Mavridis, G.V. Moustakides, Simplified Newton type adaptive estimation algorithms, IEEE Transactions on Signal Processing, vol. SP-44, no. 8, pp. 1932-1940, Aug. 1996.  pdf  S. Theodoridis, G.V. Moustakides, K. Berberidis, A fast Newton multichannel algorithm for decision feedback equalization, IEEE Transactions on Signal Processing, vol. SP-43, no. 1, pp. 327-331, Jan. 1995.  pdf  S. Theodoridis, G.V. Moustakides, K. Berberidis, A fast adaptive algorithm for multichannel system identification: Application to DFE, Proceedings 7th European Signal Processing Conference, EUSIPCO'1994, pp. 728-731, Edimbourg, England, Sept. 1994.  pdf  G.V. Moustakides, Efficacy of adaptive signal processing algorithms, Proceedings IEEE International Symposium on Information Theory, IEEE ISIT'1994, pp. 125, June 1994.  pdf  G.V. Moustakides, S. Theodoridis, Fast Newton transversal filters, a new class of adaptive estimation algorithms, IEEE Transactions on Acoustic, Speech and Signal Processing, vol. ASSP-39, no. 10, pp. 2184-2193, Oct. 1991.  pdf  S. Theodoridis, G.V. Moustakides, A novel class of fast adaptive algorithms for multichannel filtering, Proceedings 5th European Signal Processing Conference, EUSIPCO'1990, Barcelona, Spain, Sept. 1990.  pdf  J-L. Botto, G.V. Moustakides, Stabilizing the fast Kalman algorithms, IEEE Transactions on Acoustic, Speech and Signal Processing, vol. ASSP-37, no. 9, pp. 1342-1348, Sept. 1989.  pdf  A.P. Varvitsiotis, S. Theodoridis, G.V. Moustakides, A novel structure for adaptive LS FIR filtering based on QR decomposition, Proceedings International Conference on Acoustics, Speech and Signal Processing, ICASSP'1989, vol. 2, pp. 904-907, May 1989.  pdf  G.V. Moustakides, Correcting the instability due to finite precision of the fast Kalman identification algorithms, Signal Processing, vol. 18, pp. 33-42, 1989.  pdf

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Digital Communications & Networks (6J, 8C) S. Radosavac, G.V. Moustakides, J.S. Baras, J. Koutsopoulos, An analytic framework for modeling and detecting access layer misbehavior in wireless networks, ACM Transactions on Information and System Security, vol. 11, no. 4, pp. 19:1-19:24, July 2008.  pdf  S. Radosavac, A. Cardenas, J.S. Baras, G.V. Moustakides, Detecting IEEE 802.11 MAC layer misbehavior in ad hoc networks: Robust strategies against individual and colluding attackers, Journal of Computer Security, special issue on security of ad hoc and sensor networks, vol. 15, no. 1, pp. 103-128, Jan. 2007.  pdf  S. Radosavac, J.S. Baras, G.V. Moustakides, Impact of the optimal MAC layer attacks on the network layer, Proceedings of the 4th ACM Workshop on Security of Ad Hoc and Sensor Networks, SASN'2006, pp. 135-145, Alexandria, VA, USA, Oct. 2006.  pdf  X. Doukopoulos, G.V. Moustakides, Blind adaptive channel estimation in OFDM systems, IEEE Transactions on Wireless Communications, vol. 5, no. 7, pp. 1716-1725, July 2006.  pdf  X. Doukopoulos, G.V. Moustakides, Adaptive power techniques for blind channel estimation in CDMA systems, IEEE Transactions on Signal Processing, vol. 53, no. 3, pp. 1110-1120, March 2005.  pdf  X. Doukopoulos, G.V. Moustakides, Adaptive algorithms for blind channel estimation in OFDM systems, Proceedings IEEE International Conference on Communications, ICC'2004, vol. 4, pp. 2377-2381, Paris, June 2004.  pdf  X. Doukopoulos, G.V. Moustakides, Power techniques for blind adaptive channel estimation in CDMA systems, Proceedings IEEE Global Communications Conference, GLOBECOM'2003, vol. 4, pp. 2330-2334, San Francisco, Dec. 2003.  pdf  X. Doukopoulos, G.V. Moustakides, Blind channel estimation for downlink CDMA systems, Proceedings IEEE International Conference on Communications, ICC'2003, vol. 4, pp. 2416-2420, Alaska, May 2003.  pdf  L. Noirie, F. Cerou, G.V. Moustakides, O. Audouin, P. Peloso, New transparent optical monitoring of the eye and BER using asynchronous under-sampling of the signal, Proceedings 28th European Conference on Optical Communications, ECOC'2002, vol. 5, pp. 1-2, Copenhagen, Denmark, Sept. 2002.  pdf  G.V. Moustakides, F. Cerou, O. Audouin, L Noirie, Eye diagram reconstruction using asynchronous imperfect sampling, application to BER estimation for fiber-optic communication systems, Proceedings 11th European Signal Processing Conference, EUSIPCO'2002, vol. III, pp. 375-378, Toulouse, France, Sept. 2002.  pdf  G.V. Moustakides, Constrained adaptive linear multiuser detection schemes, invited paper, special issue on multiuser detection, Journal of VLSI Signal Processing, vol. 30, no 1-3, pp. 293-309, 2002. Also in the book: Signal Processing for Wireless Communication Systems, H.V. Poor, L. Tong (eds), Springer, March 2002.  pdf  G.V. Moustakides, Decision directed algorithms for multiuser detection, Proceedings IEEE International Symposium on Information Theory, ISIT'2001, pp. 8, Washington DC, USA, June 2001.  pdf  G.V. Moustakides, H.V. Poor, On the relative error probabilities of linear multiuser detectors, IEEE Transactions on Information Theory, vol. 47, no. 1, pp. 450-456, Jan. 2001.  pdf  G.V. Moustakides, H.V. Poor, On the relative error probabilities of linear multiuser detectors, Proceedings 36th Annual Allerton Conference on Communications Control and Computing, pp. 421-430, Urbana-Champaign, Sept. 1998.  pdf

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Filter Design Techniques (4J, 3C) E.Z. Psarakis, G.V. Moustakides, A robust initialization scheme for the Remez exchange algorithm, IEEE Signal Processing Letters, vol. 10, no. 1, pp. 1-3, Jan. 2003.  pdf  E. Psarakis, G.V. Moustakides, Closed form expressions for optimum FIR polynomial predictive filtering, Proceedings 11th European Signal Processing Conference, EUSIPCO'2002, vol. II, pp. 195-198, Toulouse, France, Sept. 2002.  pdf  E.Z. Psarakis, G.V. Moustakides, An L2 based method for the design of one dimensional zero phase FIR digital filters,  IEEE Transactions on Circuits and Systems-I, vol. CASI-44, no. 7, pp. 591-602, July 1997.  pdf  E.Z. Psarakis, G.V. Moustakides, Acceleration of the Remez exchange algorithm for the design of Loo optimum FIR filters, Proceedings 13th International Conference on Digital Signal Processing, Santorini, vol. 2, pp. 1063-1066, Greece, July 1997.  pdf  E.Z. Psarakis, G.V. Moustakides, An L2 based method for the design of one dimensional FIR digital filters, Proceedings 3rd IEEE International Conference on Electronics, Circuits and Systems ICECS'1996, vol. 1, pp. 267-270, Rhodos, Greece, Oct. 1996.  pdf  G.V. Moustakides, E.Z. Psarakis, Design of N-dimensional hyperquadrantally symmetric FIR filters using the McClellan transform, Transaction Brief in IEEE Transactions on Circuits and Systems-II, vol.  CASII-42, no. 8, pp. 547-550, Aug. 1995.  pdf  E.Z. Psarakis, G.V. Moustakides, Design of two dimensional zero phase FIR filters via the generalized McClellan transform, IEEE Transactions on Circuits and Systems, vol. CAS-38, no. 11, pp. 1355-1363, Nov. 1991.  pdf

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Off-line Detection of Changes (7J, 6C) A. Rougee, A. Benveniste, M. Basseville, G.V. Moustakides, Optimum robust detection of changes in the AR part of multivariate ARMA process, IEEE Transactions on Automatic Control, vol. AC-32, no. 12, pp. 1116-1120, Dec. 1987.  pdf  M. Basseville, A. Benveniste, G.V. Moustakides, A. Rougee, Optimal sensor location for detecting changes in dynamical behavior, IEEE Transactions on Automatic Control, vol. AC-32, no. 12, pp. 1067-1075, Dec. 1987.  pdf  M. Basseville, A. Benveniste, G.V. Moustakides, A.Rougee, Detection and diagnosis of changes in the eigenstructure of nonstationary multivariable systems, Automatica, vol. 23, no. 4, pp. 479-489, 1987.  pdf  A. Benveniste, M. Basseville, G.V. Moustakides, The asymptotic local approach for change detection and model validation, IEEE Transactions on Automatic Control, vol. AC-32, no. 7, pp. 583-592, July 1987.  pdf  Basseville, A. Benveniste, G.V. Moustakides, Modelling and monitoring of changes in dynamical systems, Proceedings IEEE Conference on Decision and Control, IEEE CDC'1986, vol. 2, pp.776-782, Athens, Greece, Dec. 1986.  pdf  M. Basseville, A. Benveniste, G.V. Moustakides, A. Rougee, Optimal sensor location for detecting changes in dynamical behavior, Proceedings IEEE Conference on Decision and Control, IEEE CDC'1986, vol. 2, pp.1058-1063, Athens, Greece, Dec. 1986.  pdf  M. Basseville, A. Benveniste, G.V. Moustakides, A. Rougee, Detection and diagnosis of changes in the eigenstructure of nonstationary multivariable systems, Proceedings 2nd IFAC Workshop on Adaptive Systems in Control and Signal Processing, pp.7-12, Lund, Sweden, July 1986.  pdf  (Extended version) M. Basseville, A. Benveniste, G.V. Moustakides, Detection and diagnosis of abrupt changes in modal characteristics of nonstationary digital signals, IEEE Transactions on Information Theory, vol. IT-32, no. 3, pp. 412-417, May 1986.  pdf  G.V. Moustakides, A. Benveniste, Detecting changes in the AR parameters of a nonstationary ARMA process, Stochastics, vol. 16, pp. 137-155, 1986.  pdf  M. Basseville, A. Benveniste, G.V. Moustakides, The local method applied to the robust detection of changes in the poles of a pole-zero system, Lecture Notes in Control and Information Sciences, vol. LNCIS-77, pp. 259-274, Springer, Berlin, 1986. (Book chapter)  pdf  M. Basseville, A. Benveniste, G.V. Moustakides, A.Rougee, Detection of abrupt changes in the modal characteristics of nonstationary vector signals, Proceedings 7th International Symposium on the Mathematical Theory of Networks and Systems, pp. 537-547, Stockholm, Sweden, June 1985.  pdf  M. Basseville, A. Benveniste, G.V. Moustakides, A. Rougee, Detection and diagnosis of changes in the vibrating characteristics of a structure subject to nonstationary unknown excitation, Proceedings IEEE Symposium on Information Theory, ISIT'1985, Brighton, UK, June 1985.  pdf  (Abstract only) M. Basseville, A. Benveniste, G.V. Moustakides, A. Rougee, Detection and diagnosis of changes in the AR part of an ARMA model with nonstationary unknown MA coefficients, Proceedings 4th Vilnius Conference on Probability Theory and Mathematical Statistics, pp. 119-122, Vilnius, Lithuania, June 1985.  pdf

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Detection & Estimation (10J, 8C, 1A) G.V. Moustakides, G.H. Jajamovich, A. Tajer, X. Wang, Joint detection and estimation: optimum tests and applications, IEEE Transactions on Information Theory, vol. 58, no. 7, pp. 4215-4229, July 2012.  pdf  A. Tajer, G.H. Jajamovich, X. Wang, G.V. Moustakides, Optimal joint target detection and parameter estimation by MIMO radar, IEEE Journal of Selected Topics in Signal Processing, vol. 4, no. 1, pp. 127-145, Feb. 2010.  pdf  G.V. Moustakides, Finite sample size optimality of GLR tests, arXiv: 0903.3795, Nov. 2009.  arXiv  A. Tajer, G.H. Jajamovich, X. Wang, G.V. Moustakides, Finite-sample optimal joint target detection and parameter estimation by MIMO radars, Proceedings Asilomar Conference for Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2009.  pdf  A. Tajer, G.H. Jajamovich, X. Wang, G.V. Moustakides, Optimal target detection with unknown parameters by MIMO radar, Proceedings 2009 IEEE Military Communications Conference, MILCOM'2009, Boston, MA, USA, Oct. 2009.  pdf  G.V. Moustakides, Optimum joint detection and estimation, Proceedings IEEE International Symposium on Information Theory, ISIT'2011, Saint Petersburg, Russia, pp. 2015-2019, July-Aug. 2011.  pdf  G.V. Moustakides, K. Berberidis, New efficient LS and SVD based techniques for high resolution frequency estimation, IEEE Transactions on Signal Processing, vol. SP-43, no. 1, pp. 85-94, Jan. 1995.  pdf  G.V. Moustakides, K. Berberidis, New LS and SVD based methods for estimation of frequencies of complex sinusoids, Proceedings IEEE International Symposium on Circuits and Systems, ISCAS'1993, vol. 1, pp. 451-454, Chicago, Illinois, May 1993.  pdf  G.V. Moustakides, J.B. Thomas, Robust detection of signals in dependent noise, IEEE Transactions on Information Theory, vol. IT-33, no. 1, pp. 11-15, Jan. 1987.  pdf  G.V. Moustakides, J.B. Thomas, Optimum detection of weak signals with minimal knowledge of dependency, IEEE Transactions on Information Theory, vol. IT-32, no. 1, pp. 97-102, Jan. 1986.  pdf  G.V. Moustakides, Robust detection of signals: a large deviations approach, IEEE Transactions on Information Theory, vol. IT-31, no. 6, pp. 822-825, Nov. 1985.  pdf  G.V. Moustakides, S.A. Kassam, Min-max equalization for random signals, IEEE Transactions on Communications, vol. COM-33, no. 8, pp. 820-825, Aug. 1985.  pdf  G.V. Moustakides, J.B. Thomas, Min-max detection of weak signals in phi-mixing noise, IEEE Transactions on Information Theory, vol. IT-30, no. 3, pp. 529-537, May 1984.  pdf  G.V. Moustakides, S.A. Kassam, Robust Wiener filters for random signals in correlated noise, IEEE Transactions on Information Theory, vol. IT-29, no. 4, pp. 614-619, July 1983.  pdf  G.V. Moustakides, J.B. Thomas, Min-Max detection of weak signals in stationary Markov noise, Proceedings 20th Annual Allerton Conference on Communications Control and Computing, pp. 713-722, Monticello, IL, Oct. 1982.  pdf  G.V. Moustakides, S.A. Kassam, Minimax robust equalization for random signals through uncertain channels, Proceedings 20th Annual Allerton Conference on Communications Control and Computing, pp. 945-954, Monticello, IL, Oct. 1982.  pdf  S.A. Kassam, G.V. Moustakides, J. Shin, Robust detection of known signals in asymmetric noise, IEEE Transactions on Information Theory, vol. IT-28, no. 1, pp. 84-91, Jan. 1982.  pdf  S.A. Kassam, G.V. Moustakides, J.G. Shin, Robust detection of known signals in asymmetric noise, Proceedings 18th Annual Allerton Conference on Communications Control and Computing, Monticello, IL, Oct. 1980.  pdf  G.V. Moustakides, S.A. Kassam, Robust Wiener filters for correlated signal and noise, Proceedings Princeton Conference on Information Sciences and Systems, pp. 308-313, March 1980.  pdf

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Miscellanea (3J, 9C, 1A) X. Liu, O. Milenkovic, G.V. Moustakides, Query-based selection of optimal candidates under the Mallows model, Theoretical Computer Science, vol. 979, pp. 1-24, Sep. 2023.  pdf  X. Liu, O. Milenkovic, G.V. Moustakides, A combinatorial proof for the dowry problem, Proceedings of the IEEE Information Theory Workshop, Saint-Malo, France, April 2023.  pdf  X. Liu, O. Milenkovic, G.V. Moustakides, A combinatorial proof for the secretary problem with multiple choices, arXiv: 2303.02361, March 2023.  arXiv  J.G. Ligo, G.V. Moustakides, V.V. Veeravalli, Sparse Gaussian mixture detection: Low complexity, high performance tests via quantization, Proceedings of the IEEE International Symposium on Information Theory, Aachen, Germany, June 2017.  pdf  J.G. Ligo, G.V. Moustakides, V.V. Veeravalli, Detection of sparse mixtures: The finite alphabet case, Proceedings of the 50th Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, Nov. 2016.  pdf  J.G. Ligo, G.V. Moustakides, V.V. Veeravalli, Rate analysis for detection of sparse mixtures, Proceedings of the 41st IEEE International Conference on Acoustic Speech and Signal Processing, Shanghai, China, March 2016.  pdf  A. Dobson, G.V. Moustakides, K.E. Bekris, Geometric probability results for bounding path quality in sampling-based roadmaps after finite computation, Proceedings of the IEEE International Conference on Robotics and Automation, Seattle, Washington, May 2015.  pdf  A.A. Cardenas, G.V. Moustakides, J.S. Baras, On the optimality of spread spectrum watermarking against Gaussian attacks, Proceedings IEEE International Conference on Image Processing, ICIP'2007, vol. IV, pp. 449-452, San Antonio, Texas, US, Sept. 2007.  pdf  A.A. Cardenas, G.V. Moustakides, J.S. Baras, Towards optimal design of data hiding algorithms against nonparametric adversary models, Proceedings 41st Conference on Information Sciences and Systems, CISS'2007, pp. 911-916, Baltimore, March 2007.  pdf  G.V. Moustakides, D. Briassoulis, E.Z. Psarakis, E. Dimas, 3D image acquisition and NURBS based geometry modelling of natural objects, Advances in Engineering Software, vol. 31, no. 12, pp. 955-969, Dec 2000.  pdf  E. Dimas, E. Psarakis, D. Briassoulis, G.V. Moustakides, Three-dimensional acquisition and NURBS-based geometric modeling of natural objects, Proceedings 4th International Conference on Computational Structures Technology, CST'98, Edinburgh, Aug. 1998, in Advances in Engineering Computational Technology, pp. 301-310, (ed B.H.V. Topping), Civil-Comp Press.  pdf  P.P. Mavridis, G.V. Moustakides, Analysis of discrete time server queues with bursty markovian inputs, Proceedings International Conference on Advances in Communications and Control, Rhodes, Greece, June 1993.  pdf  (Extended version) G.V. Moustakides, S.D. Bedrosian, Finding the graph with the maximum number of spanning trees, Journal of the Franklin Institute, vol.310, no. 6, pp. 343-348, Dec. 1980.  pdf

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Editorials K. Berberidis, B. Champagne, G.V. Moustakides, H.V. Poor, P. Stoica (Guest Editors), Advances in Subspace-Based Techniques for Signal Processing and Communications (12 articles), EURASIP Journal on Advances in Signal Processing, vol. 2007, Hindawi Publishing Corporation.  editorial

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Patents Y. Yilmaz, G.V. Moustakides, X. Wang, Methods, systems, and media for determining whether a signal of interest is present, Sponsored by Columbia University, New York, USA. Publication no: WO2013134714 A1, US 20150103958 A1. INRIA: A. Benveniste, F. Cerou, G.V. Moustakides (alphabetically); ALCATEL: O. Audouin, M. Manzanedo, L. Noire, D. Penninckx, Method for measuring the error rate of an optical transmission system and apparatus for implementing the method, Sponsored by ALCATEL, France. United States Patent Number: 6,744,496 B2, June 2004  pdf . European Patent Specification Number: EP1311078, Dec 2005  pdf .

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