Aleksandar Dogandzic

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Technical Report

K. Qiu and A. Dogandžić, “ECME thresholding methods for sparse signal reconstruction,” Apr. 2010. [Online]. Available: arXiv


Journal Papers

Z. Song and A. Dogandžić, “A max-product EM algorithm for reconstructing Markov-tree sparse signals from compressive samples,” IEEE Trans. Signal Processing, to appear, vol. 61, 2013 (pdf).

K. Qiu and A. Dogandžić, “Sparse signal reconstruction via ECME hard thresholding,” IEEE Trans. Signal Processing, vol. 60, pp. 4551-4569, Sep. 2012.

K. Qiu and A. Dogandžić, “Sparse signal reconstruction from quantized noisy measurements via GEM hard thresholding,” IEEE Trans. Signal Processing, vol. 60, pp. 2628-2634, May 2012.

K. Qiu and A. Dogandžić, “Variance-component based sparse signal reconstruction and model selection,” IEEE Trans. Signal Processing, vol. 58, pp. 2935-2952, Jun. 2010.

A. Dogandžić and K. Qiu, “Decentralized random-field estimation for sensor networks using quantized spatially correlated data and fusion-center feedback,” IEEE Trans. Signal Processing, vol. 56, pp. 6069-6085, Dec. 2008.

A. Dogandžić and B.H. Zhang, “Bayesian complex amplitude estimation and adaptive signal detection in low-rank interference,” IEEE Trans. Signal Processing, vol. 55, pp. 1176-1182, Mar. 2007, (pdf).

W. Mo, Z.D. Wang, and A. Dogandžić, “EM-based iterative receiver for coded MIMO systems in unknown spatially correlated noise,” Wirel. Commun. Mobile Comput., vol. 7, pp. 81-89, Jan. 2007, (pdf).

A. Dogandžić and B.H. Zhang, “Bayesian NDE defect signal analysis,” IEEE Trans. Signal Processing, vol. 55, pp. 372-378, Jan. 2007, (pdf). See our QNDE conference paper below for an improved (simpler and more robust) version of this method.

J. Wang, A. Dogandžić, and A. Nehorai, “Maximum likelihood estimation of compound-Gaussian clutter and target parameters,” IEEE Trans. Signal Processing, vol. 54, pp. 3884-3898, Oct. 2006, (pdf).

A. Dogandžić and B.H. Zhang, “Distributed estimation and detection for sensor networks using hidden Markov random field models,” IEEE Trans. Signal Processing, vol. 54, pp. 3200-3215, Aug. 2006, (pdf).

D. Gutiérrez, A. Nehorai, and A. Dogandžić, “Performance analysis of reduced-rank beamformers for estimating dipole source signals using EEGMEG,” IEEE Trans. Biomedical Engineering/, vol. 53, pp. 840-844, May 2006. (pdf).

A. Dogandžić and P. Xiang,“Estimating statistical properties of eddy-current signals from steam generator tubes,” IEEE Trans. Signal Processing, vol. 53, pp. 3342-3348, Aug. 2005, (pdf).

A. Dogandžić and J.H. Jin, “Estimating statistical properties of MIMO fading channels,” IEEE Trans. Signal Processing, vol. 53, pp. 3065-3080, Aug. 2005, (pdf).

A. Dogandžić and B.H. Zhang,“Dynamic shadow power estimation for wireless communications,” IEEE Trans. Signal Processing, vol. 53, pp. 2942-2948, Aug. 2005, (pdf).

A. Dogandžić and B.H. Zhang, “Estimating Jakes’ Doppler power spectrum parameters using the Whittle approximation,” IEEE Trans. Signal Processing, vol. 53, pp. 987-1005, Mar. 2005, (pdf).

A. Dogandžić and J.H. Jin, “Maximum likelihood estimation of statistical properties of composite gamma-lognormal fading channels,” IEEE Trans. Signal Processing, vol. 52, pp. 2940-2945, Oct. 2004, (pdf).

A. Dogandžić, W. Mo, and Z.D. Wang, “Semi-blind SIMO flat-fading channel estimation in unknown spatially correlated noise using the EM algorithm,” IEEE Trans. Signal Processing, vol. 52, pp. 1791-1797, Jun. 2004, (pdf).

A. Dogandžić and A. Nehorai, “Generalized multivariate analysis of variance: a unified framework for signal processing in correlated noise,” IEEE Signal Processing Mag., vol. 20, pp. 39-54, Sept. 2003, (pdf). Bibliography update (related signal processing articles that appeared after the publication of this article).

A. Dogandžić, “Chernoff bounds on pairwise error probabilities of space-time codes,” IEEE Trans. Inform. Theory, vol. 49, pp. 1327-1336, May 2003, (pdf).

A. Dogandžić and A. Nehorai, “Finite-length MIMO adaptive equalization using canonical correlation analysis,” IEEE Trans. Signal Processing, vol. 50, pp. 984-989, April 2002, (pdf).

A. Dogandžić and A. Nehorai, “Space-time fading channel estimation and symbol detection in unknown spatially correlated noise,” IEEE Trans. Signal Processing, vol. 50, pp. 457-474, Mar. 2002, (pdf).

A. Dogandžić and A. Nehorai, “Cramér-Rao bounds for estimating range, velocity, and direction with an active array,” IEEE Trans. Signal Processing, vol. 49, pp. 1122-1137, Jun. 2001, (pdf).

A. Dogandžić and A. Nehorai, “Estimating evoked dipole responses in uknown spatially correlated noise with EEGMEG arrays,” IEEE Trans. Signal Processing/, vol. 48, pp. 13-25, Jan. 2000, (pdf).


Book Chapter

A. Dogandžić and A. Nehorai, “EEG/MEG spatio-temporal dipole source estimation and sensor array design,” in High-Resolution and Robust Signal Processing, Y. Hua, A.B. Gershman, and Q. Cheng (Eds.), New York: Marcel Dekker, 2003, Ch. 7, pp. 393-442, (pdf).


Selected Conference Proceedings

R. Gu and A. Dogandžić, “Beam hardening correction via mass attenuation discretization,” in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., Vancouver, Canada, May 2013, pp. 1085-1089.

A. Dogandžić, R. Gu, and K. Qiu, “Mask iterative hard thresholding algorithms for sparse image reconstruction of objects with known contour,” in Proc. Asilomar Conf. Signals, Syst. Comput., Pacific Grove, CA, Nov. 2011, pp. 2111-2116, (pdf).

K. Qiu and A. Dogandžić, “Nonnegative signal reconstruction from compressive samples via a difference map ECME algorithm,” in Proc. IEEE Workshop on Statistical Signal Processing, Nice, France, Jun. 2011, pp. 561-564.

K. Qiu and A. Dogandžić, “ECME hard thresholding methods for image reconstruction from compressive samples,” in Applications of Digital Image Processing XXXIII, Andrew G. Tescher (Ed.), Proc. SPIE, vol. 7798, San Diego, CA: SPIE, Aug. 2010, 779813, (pdf).

K. Qiu and A. Dogandžić, “Double overrelaxation thresholding methods for sparse signal reconstruction,” in Proc. 44th Annu. Conf. Inform. Sci. Syst., Princeton, NJ, Mar. 2010.