Publications

Publications 2012

Publications reporting on research supported by this MURI

publications: links to publications resulting from this program.

<\br ><\br > 2013

• V. Chandrasekaran and M. I. Jordan, "Computational and statistical tradeoffs via convex relaxation," Proceedings of the National Academy of Sciences, doi:10.1073/pnas.1302293110, 2013. .html

• K. Beaudet, L. Crider, and D. Cochran, "Detection in Networked Radar," Proc. SPIE 8746, Algorithms for Synthetic Aperture Radar Imagery XX, May 2013. .pdf

• Z. Meng, D. Wei, A. Wiesel, A. Hero, "Distributed Learning of Gaussian Graphical Models via Marginal Likelihoods," AISTATS 2013. Available as arxiv:1303.4756 .html. (Notable Paper Award).

• T. Tsiligkaridis, A. O. Hero, S. Zhou, "Convergence properties of Kronecker graphical lasso algorithms," to appear in IEEE Trans. on Signal Processing. DOI 10.1007/s10618-012-0286-6. Available as arXiv:1204.0585. .html

• T. Tsiligkaridis, B. M. Sadler and A. O. Hero, "A collaborative 20 questions model for target search with human-machine interaction," ICASSP 2013, .pdf Vancouver.

• F. Wauthier, N. Jojic, and M. I. Jordan, "Efficient ranking from pairwise comparisons", International Conference on Machine Learning (ICML), New York: ACM Press, 2013. .pdf.

• D. Wei and A. O. Hero, "Multistage adaptive estimation of sparse signals," to appear in IEEE Journal of Selected Topics in Signal Processing, 2013. .html

• D. Wei and A.O. Hero, "Adaptive spectrum sensing and estimation," ICASSP 2013, Vancouver. .pdf.

2012

• D. Cochran, S. D. Howard, and B. Moran, "Operator-theoretic modeling and waveform design for radar in the presence of Doppler," in Proceedings of IEEE-AESS RadarCon, pp. 774-777, May 2012. .pdf

• D. Cochran, S.D. Howard, B. Moran, and H.A. Schmitt, “Maximum-entropy Surrogation in Network Signal Detection,” Proceedings of the IEEE Statistical Signal Processing Workshop, August 2012. .pdf

• J. C. Duchi, L. Mackey, and M.I. Jordan, "The asymptotics of ranking algorithms," Apr. 2012. .pdf

• E. Ertin, "Sensor selection in adversarial setting," Proceedings of the IEEE Statistical Signal Processing Workshop, August 2012. .pdf

• G. Georgiadis, A. Ayvaci, and S. Soatto, "Actionable saliency detection," in Proc. of the IEEE Intl. Conf. on Comp. Vis. and Patt. Recog., 2012. .pdf

• A. Kleiner, A. Talwalkar, P. Sarkar, and M. Jordan, "The Big Data Bootstrap," Proceedings of the 29th International Conference on Machine Learning, Edinburgh, UK, 2012. .pdf

• L. Mackey, M. I. Jordan, R. Y. Chen, B. Farrell, and J. A. Tropp, "Matrix concentration inequalities via the method of exchangeable pairs," arXiv:1201.6002, 2012. .html.

• Z. Meng, A. Wiesel, and A. O. Hero, "Distributed principal component analysis on networks via directed graphical models," IEEE ICASSP 2012. Author preprint .pdf

• T. Moldovan and P. Abbeel, "Safe Exploration in Markov Decision Processes," Proceedings of the 29th International Conference on Machine Learning, Edinburgh, UK, 2012. .pdf

• B. Moran, S. D. Howard, and D. Cochran, ``An information-geometric approach to sensor scheduling” (Invited paper), Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, April 2012. .pdf

• W. Moran, S. D. Howard, D. Cochran, and S. Suvorova, "Sensor Management via Riemannian Geometry," Proceedings of the Fiftieth Annual Asilomar Conference on Communication, Control and Computing,, October 2012. .pdf

• B. Mu, G. Chowdhary, and J. P. How, "Efficient distributed information fusion using value of information based censoring," Aerospace control laboratory technical report, Massachusetts Institute of Technology, July 2012. .html.

• R. Nadakuditi and M. Newman, "Spectra of random graphs with arbitrary expected degrees," Arxiv preprint arXiv:1208.1275, 2012. .html

• S. Olver and R. Nadakuditi, "Numerical computation of convolutions in free probability theory," Arxiv preprint arXiv:1203.1958, 2012. .html

• G. Papachristoudis and J. W. Fisher III, "Theoretical guarantees on penalized information gathering," Proceedings of the IEEE Statistical Signal Processing Workshop, August 2012. .pdf

• A. Ravichandran and S. Soatto, "Modeling stationarity at multiple time-scales for applications in fire detection and traffic monitoring," Proc. of the Eur. Conf. on Comp. Vision, 2012. .pdf

• A. Ravichandran, C. Wang, and S. Soatto, "SuperFloxels: A Mid-Level Representation for Video Sequences," Proc. of ARTEMIS, Oct 2012. .pdf

• T. Tsiligkardis, A. O. Hero, and S. Zhou, "Convergence properties of Kronecker graphical lasso algorithms," arXiv:1204.0585, Mar 2012. .pdf

• T. Tsiligkardis and A. O. Hero, "Sparse covariance estimation under kronecker product structure," IEEE ICASSP, Mar. 2012. .pdf

• T. Tsiligkardis, A. O. Hero, and S. Zhou, "Convergence properties of Kronecker graphical lasso algorithms," IEEE Statistical Signal Processing Workshop, Ann Arbor MI, Aug. 2012..pdf

• L. Valente, R. Tsai, and S. Soatto, "Information gathering control via exploratory path planning," Proc. of the Conf. on Information Sciences and Systems (CISS), March 2012. .pdf

• F. L. Wauthier and M. I. Jordan, "Bayesian bias mitigation for crowdsourcing," In P. Bartlett, F. Pereira, J. Shawe-Taylor and R. Zemel (Eds.), Advances in Neural Information Processing Systems (NIPS) 24, 2012..pdf

• D. Wei and A. Hero, "Multistage adaptive estimation of sparse signals," in Proceedings of the IEEE Statistical Signal Processing Workshop, Ann Arbor MI, August 2012. .pdf

• G. T. Whipps, E. Ertin, and R. L. Moses, “Threshold considerations in distributed detection in a network of sensors,” in Proceedings of SPIE Ground/Air Multisensor Interoperability, Integration, and Networking for Persistent ISR III, volume 8389, Baltimore, MD, May 2012. .pdf

• Z. Yi and S. Soatto, "Information Forests," Proc. ITA, Information Theory and Applications, Feb. 2012. Technical Report UCLA CSD 120002. .pdf

• Z. Zhang, S. Wang, D., Liu and M. I. Jordan, "EP-GIG priors and applications in Bayesian sparse learning," Journal of Machine Learning Research, 13, 2031-2061, 2012. .pdf