Publications

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(Publications reporting on research supported by this MURI)
(Publications reporting on research supported by this MURI)
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* Y. Zhang, M. Wainwright, and M. I. Jordan, "Lower bounds on the performance of polynomial-time algorithms for sparse linear regression," ''Proceedings of the Annual Conference on Computational Learning Theory,'' 2014.  http://arxiv.org/abs/1402.1918
 
* Y. Zhang, M. Wainwright, and M. I. Jordan, "Lower bounds on the performance of polynomial-time algorithms for sparse linear regression," ''Proceedings of the Annual Conference on Computational Learning Theory,'' 2014.  http://arxiv.org/abs/1402.1918
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* V. Chandrasekaran and M. I. Jordan, "Computational and statistical tradeoffs via convex relaxation," ''Proceedings of the National Academy of Sciences'', 2013. [http://arxiv.org/pdf/1211.1073v2 .pdf]
 
* V. Chandrasekaran and M. I. Jordan, "Computational and statistical tradeoffs via convex relaxation," ''Proceedings of the National Academy of Sciences'', 2013. [http://arxiv.org/pdf/1211.1073v2 .pdf]
  
* D. Teng and E. Ertin, "Optimal quantization of likelihood for low complexity sequential testing," ''Proceedings of the IEEE Global Conference on Signal and Information Processing,'' December 2013.[http://www.ece.osu.edu/~ertine/TengErtin2013.pdf .pdf]
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* D. Cochran and A. O. Hero, "Information-driven sensor planning: Navigating a statistical manifold," ''Proceedings of the IEEE Global Conference on Signal and Information Processing,'' pp. 1049-1052, December 2013. [http://cochran.faculty.asu.edu/papers/2013_Cochran_Hellinger_GlobalSIP.pdf .pdf]
  
* J. Duchi, M. I. Jordan, M. Wainwright and A. Wibisono, "Finite sample convergence rates of zero-order stochastic optimization methods," (2013)In P. Bartlett, F. Pereira, L. Bottou, and C. Burges (Eds.), Advances in Neural Information Processing (NIPS) 25, Red Hook, NY: Curran Associates.
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* J. Duchi, L. Mackey, and M. I. Jordan, "The asymptotics of ranking algorithms," ''Annals of Statistics'' 41(5):2292-2323, 2013.  [http://arxiv.org/pdf/1204.1688.pdf .pdf]
  
* J. Duchi, M. I. Jordan, and M. Wainwright, "Privacy aware learning," ''Proceedings of NIPS,'' 2013. [http://arxiv.org/pdf/1210.2085.pdf .pdf]
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* J. Duchi, M. I. Jordan, and M. Wainwright, "Privacy aware learning," ''Proceedings of NIPS,'' December 2013. [http://arxiv.org/pdf/1210.2085.pdf .pdf]
  
* J. Duchi, M. I. Jordan and M. Wainwright, "Local privacy and statistical minimax rates", ''54th Annual Symposium on Foundations of Computer Science (FOCS)'', 2013. [http://arxiv.org/pdf/1302.3203v1.pdf .pdf]
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* J. Duchi, M. I. Jordan and M. Wainwright, "Local privacy and statistical minimax rates", ''54th Annual Symposium on Foundations of Computer Science (FOCS)'', October 2013. [http://arxiv.org/pdf/1302.3203v1.pdf .pdf]
  
* J. Duchi, L. Mackey, and M. I. Jordan, "The asymptotics of ranking algorithms," ''Annals of Statistics'' (2013), 4, 2292-2323. [http://arxiv.org/pdf/1204.1688.pdf .pdf]
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* J. Duchi, M. I. Jordan, M. Wainwright and A. Wibisono, "Finite sample convergence rates of zero-order stochastic optimization methods," (2013).  In P. Bartlett, F. Pereira, L. Bottou, and C. Burges (Eds.), Advances in Neural Information Processing (NIPS) 25, Red Hook, NY: Curran Associates.
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* E. Ertin, "Manifold learning methods for wide-angle SAR ATR," ''Proceedings of the 2013 International Conference on Radar,'' pp. 500-504, September 2013. [http://www.ece.osu.edu/~ertine/Ertin2013.pdf .pdf]
  
* E. Ertin, "Manifold learning methods for wide-angle SAR ATR," ''Proceedings of the 2013 International Conference on Radar'', Sep 2013.[http://www.ece.osu.edu/~ertine/Ertin2013.pdf .pdf]
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* B. Farrell and R. Nadakuditi,"Local spectrum of truncations of Kronecker products of Haar distributed unitary matrices" (preprint) [https://www.dropbox.com/s/p0xcostkd9cahdv/FNJune27.pdf .pdf]
  
* B. Farrell and R. Nadakuditi,"Local spectrum of truncations of Kronecker products of Haar distributed unitary matrices," [https://www.dropbox.com/s/p0xcostkd9cahdv/FNJune27.pdf]
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* J. Gao, E. Ertin, S. Kumar, and M. al'Absi, "Contactless sensing of physiological signals using wideband RF probes," ''Proceedings of the 46th Asilomar Conference on Signals, Systems, and Computers,'' pp. 86-90, November 2013 [https://www.ece.osu.edu/~ertine/GaoErtin2013.pdf .pdf]
  
* J. Gao and E. Ertin, "Contactless sensing of physiological signals using wideband RF probes," ''Proceedings of the 46th Asilomar Conference on Signals, Systems, and Computers,'' November 2013 [https://www.ece.osu.edu/~ertine/GaoErtin2013.pdf .pdf]
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* K. Greenwald, T. Tsiligkaridis and A. O. Hero III, "Kronecker Sum Decompositions of Space-Time Data," ''Proceedings of IEEE Computational Advances in Multi-Sensor Adaptive Processing'' (CAMSAP), pp. 65-68, 2013. [http://arxiv.org/pdf/1307.7306.pdf .pdf]
  
* M. I. Jordan, "On statistics, computation, and scalability," ''Bernoulli'', 19, 1378-1390, (2013). [http://www.cs.berkeley.edu/~jordan/papers/BEJSP17.pdf .pdf]
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* M. I. Jordan, "On statistics, computation, and scalability," ''Bernoulli'', 19, 1378-1390, (2013). [http://www.cs.berkeley.edu/~jordan/papers/BEJSP17.pdf .pdf]
  
 
* A. Kleiner, A. Talwalkar, S. Agarwal, M. I. Jordan, and I. Stoica, "A general bootstrap performance diagnostic," ''Proceedings of the 19th ACM Conference on Knowledge Discovery and Data Mining (SIGKKD),'' Chicago 2013.  [http://www.cs.berkeley.edu/~jordan/papers/kleiner-etal-kdd13.pdf .pdf]
 
* A. Kleiner, A. Talwalkar, S. Agarwal, M. I. Jordan, and I. Stoica, "A general bootstrap performance diagnostic," ''Proceedings of the 19th ACM Conference on Knowledge Discovery and Data Mining (SIGKKD),'' Chicago 2013.  [http://www.cs.berkeley.edu/~jordan/papers/kleiner-etal-kdd13.pdf .pdf]
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* Z. Meng, D. Wei, A. Wiesel, and A. Hero III, "Distributed learning of Gaussian graphical models via marginal likelihoods," ''Proceedings of AISTATS,'' 2013. (Received Notable Paper Award) [http://arxiv.org/pdf/1303.4756.pdf .pdf]
 
* Z. Meng, D. Wei, A. Wiesel, and A. Hero III, "Distributed learning of Gaussian graphical models via marginal likelihoods," ''Proceedings of AISTATS,'' 2013. (Received Notable Paper Award) [http://arxiv.org/pdf/1303.4756.pdf .pdf]
  
* Z. Meng, D. Wei, A, Wiesel A.O. Hero, "Marginal Likelihoods for Distributed Estimation of Graphical Model Parameters," Proceedings of IEEE CAMSAP 2013. (Received Best Student Paper Award) [http://web.eecs.umich.edu/~hero/Preprints/MengCAMSAP_2013.pdf .pdf]
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* Z. Meng, D. Wei, A, Wiesel A. O. Hero III, "Marginal Likelihoods for Distributed Estimation of Graphical Model Parameters," Proceedings of IEEE CAMSAP, pp. 73-76, March 2013. (Received Best Student Paper Award) [http://web.eecs.umich.edu/~hero/Preprints/MengCAMSAP_2013.pdf .pdf]
  
 
* B. Mu, G. Chowdhary, and J. P. How, "Efficient distributed inference using adaptive censoring algorithms," ''Automatica'' (provisionally accepted).
 
* B. Mu, G. Chowdhary, and J. P. How, "Efficient distributed inference using adaptive censoring algorithms," ''Automatica'' (provisionally accepted).
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* R. Nadakuditi and M. Newman, "Spectra of random graphs with arbitrary expected degrees," Phys. Rev. E 87, 012803 (2013), [http://arxiv.org/abs/1208.1275 .html]
 
* R. Nadakuditi and M. Newman, "Spectra of random graphs with arbitrary expected degrees," Phys. Rev. E 87, 012803 (2013), [http://arxiv.org/abs/1208.1275 .html]
  
* M. R. Riedl, L. C. Potter, and E. Ertin, "Augmenting synthetic aperture radar with space time adaptive processing," ''Proceedings of SPIE,'' vol. 8746, Baltimore, May 2013..[http://www.ece.osu.edu/~ertine/Riedl2013.pdf  .pdf]
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* G. Papachristoudis and J. W. Fisher III, "Efficient information planning in Markov chains," (submitted for publication).
  
* P. Shearer, A. Gilbert and A.O. Hero, "Correcting camera shake by incremental sparse approximation," Proceedings of IEEE ICIP 2013. (Best Paper Award) [http://web.eecs.umich.edu/~hero/Preprints/cam_L0_icip_final1.pdf .pdf]
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* G. Papachristoudis and J. W. Fisher III, "Incremental belief propagation," (submitted for publication).
  
* N. Sugavanam and E. Ertin, "Sensor selection and placement in adversarial environments," ''Proceedings of the IEEE Global Conference on Signal and Information Processing,'' December 2013.[http://www.ece.osu.edu/~ertine/NithinErtin2013.pdf .pdf]
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* M. R. Riedl, L. C. Potter, and E. Ertin, "Augmenting synthetic aperture radar with space time adaptive processing," ''Proceedings of SPIE,'' vol. 8746, Baltimore, May 2013..[http://www.ece.osu.edu/~ertine/Riedl2013.pdf .pdf]
  
* T. Tsiligkaridis, B. Sadler, A.O. Hero, "Blind Collaborative 20 Questions for Target Localization," Proceedings of GlobalSIP 2013.  
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* P. Shearer, A. Gilbert and A. O. Hero, "Correcting camera shake by incremental sparse approximation," Proceedings of IEEE ICIP 2013. (Best Paper Award) [http://web.eecs.umich.edu/~hero/Preprints/cam_L0_icip_final1.pdf .pdf]
  
* T. Tsiligkaridis and A. O. Hero III, "Covariance estimation in high dimensions via Kronecker product expansions," ''IEEE Transactions on Signal Processing'' (in press). Available on arXiv 1302.2686 [http://arxiv.org/pdf/1302.2686v2 .html]
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* N. Sugavanam and E. Ertin, "Sensor selection and placement in adversarial environments," ''Proceedings of the IEEE Global Conference on Signal and Information Processing,'' pp. 185-188, December 2013. [http://www.ece.osu.edu/~ertine/NithinErtin2013.pdf .pdf]
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* S. Suvorova, B. Moran, S. D. Howard, and D. Cochran, "Control of sensing by navigation on information gradients,” ''Proceedings of the IEEE Global Conference on Signal and Information Processing,'' pp. 197—200, December 2013.
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* D. Teng and E. Ertin, "Optimal quantization of likelihood for low complexity sequential testing," ''Proceedings of the IEEE Global Conference on Signal and Information Processing,'' pp. 675-678, December 2013. [http://www.ece.osu.edu/~ertine/TengErtin2013.pdf .pdf]
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* T. Tsiligkaridis, B. Sadler, A.O. Hero, "Blind Collaborative 20 Questions for Target Localization," ''Proceedings of GlobalSIP 2013,'' pp. 161-164.
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* T. Tsiligkaridis and A. O. Hero III, "Covariance estimation in high dimensions via Kronecker product expansions," ''IEEE Transactions on Signal Processing,'' vol. 61, no. 21, pp. 5347 - 5360, Nov 2013.  [http://arxiv.org/pdf/1302.2686 .html]
  
 
* T. Tsiligkaridis and A. Hero, "Low separation rank covariance estimation using Kronecker product expansions," ''Proceedings of the IEEE International Symposium on Information Theory (ISIT),'' Istanbul, 2013. [http://web.eecs.umich.edu/~hero/Preprints/IsitSumKP_finalsubmission.pdf .pdf]
 
* T. Tsiligkaridis and A. Hero, "Low separation rank covariance estimation using Kronecker product expansions," ''Proceedings of the IEEE International Symposium on Information Theory (ISIT),'' Istanbul, 2013. [http://web.eecs.umich.edu/~hero/Preprints/IsitSumKP_finalsubmission.pdf .pdf]
  
* T. Tsiligkaridis and A. Hero, and S. Zhou, "On convergence of Kronecker graphical lasso algorithms," ''IEEE Transactions on Signal Processing'' vol. 61, no. 9, pp. 1743--1755, 2013. Available as arXiv:1204.0585 [http://arxiv.org/abs/1204.0585 .html]
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* T. Tsiligkaridis and A. Hero, and S. Zhou, "On convergence of Kronecker graphical lasso algorithms," ''IEEE Transactions on Signal Processing,'' vol. 61, no. 9, pp. 1743--1755, 2013. [http://arxiv.org/abs/1204.0585 .html]
  
* T. Tsiligkaridis, B. Sadler, and A. Hero, "A collaborative 20 questions model for target search with human-machine interaction," ''Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing,'' June 2013. [http://arxiv.org/pdf/1306.1922.pdf .pdf]
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* T. Tsiligkaridis, B. Sadler, and A. Hero, "A collaborative 20 questions model for target search with human-machine interaction," ''Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing,'' June 2013. [http://arxiv.org/pdf/1306.1922.pdf .pdf]
  
* T. Tsiligkaridis, B. M. Sadler and A. O. Hero III, "On decentralized estimation with active queries," available as arxiv:1312.7848  [http://arxiv.org/pdf/1312.7848.pdf .pdf]  
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* T. Tsiligkaridis, B. M. Sadler and A. O. Hero III, "On decentralized estimation with active queries" (preprint) [http://arxiv.org/pdf/1312.7848.pdf .pdf]  
  
 
* F. Wauthier, M. I. Jordan and N. Jojic, "Efficient ranking from pairwise comparisons", ''International Conference on Machine Learning (ICML)'', 2013. [http://www.cs.berkeley.edu/~jordan/papers/wauthier-jordan-jojic-icml13.pdf .pdf]
 
* F. Wauthier, M. I. Jordan and N. Jojic, "Efficient ranking from pairwise comparisons", ''International Conference on Machine Learning (ICML)'', 2013. [http://www.cs.berkeley.edu/~jordan/papers/wauthier-jordan-jojic-icml13.pdf .pdf]
  
* D. Wei and A.O. Hero, "A Performance Guarantee for Adaptive Estimation of Sparse Signals," Proceedings of IEEE GlobalSIP 2013. [http://web.eecs.umich.edu/~hero/Preprints/adapEstBndsGlobalSIP.pdf .pdf]
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* D. Wei and A.O. Hero, "Multistage Adaptive Estimation of Sparse Signals," ''IEEE Journal of Selected Topics in Signal Processing,'' vol. 7, no. 5, pp. 783-796, October 2013. [http://arxiv.org/pdf/1210.1473.pdf .pdf]
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* D. Wei and A.O. Hero, "A Performance Guarantee for Adaptive Estimation of Sparse Signals," ''Proceedings of IEEE GlobalSIP 2013,'' pp. 189-192, December 2013. [http://web.eecs.umich.edu/~hero/Preprints/adapEstBndsGlobalSIP.pdf .pdf]
  
 
* D. Wei and A. O. Hero, "Adaptive spectrum sensing and estimation," ''Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)'' May 2013.  [http://www-personal.umich.edu/~dlwei/publications/WH_ICASSP2013.pdf .pdf]
 
* D. Wei and A. O. Hero, "Adaptive spectrum sensing and estimation," ''Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)'' May 2013.  [http://www-personal.umich.edu/~dlwei/publications/WH_ICASSP2013.pdf .pdf]
  
* G. Whipps, E. Ertin and R. Moses, "Distributed detection with collisions in a random, single-hop wireless sensor network," ''Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing,'' June 2013. [http://www.ece.osu.edu/~ertine/2013icassp_whipps.pdf .pdf]
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* G. Whipps, E. Ertin and R. Moses, "Distributed detection with collisions in a random, single-hop wireless sensor network," ''Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing,'' June 2013. [http://www.ece.osu.edu/~ertine/2013icassp_whipps.pdf .pdf]
  
* Y. Zeng, C. Wang, S. Soatto, and S.-T. Yau, "Nonlinearly constrained MRFs: Exploring the intrinsic dimensions of higher-order cliques," ''Proc. IEEE International Conference on Computer Vision and Pattern Recognition,'' June 2013. [http://vision.ucla.edu/papers/zengWSY13.pdf .pdf]
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* Y. Zeng, C. Wang, S. Soatto, and S.-T. Yau, "Nonlinearly constrained MRFs: Exploring the intrinsic dimensions of higher-order cliques," ''Proc. IEEE International Conference on Computer Vision and Pattern Recognition,'' June 2013. [http://vision.ucla.edu/papers/zengWSY13.pdf .pdf]
  
 
* S. Zhang and A. J. Yu. "Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting," ''Advances in Neural Information Processing Systems'', 26. MIT Press, Cambridge, MA, 2013.  [http://www.cogsci.ucsd.edu/~ajyu/Papers/nips13_bandit.pdf .pdf]
 
* S. Zhang and A. J. Yu. "Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting," ''Advances in Neural Information Processing Systems'', 26. MIT Press, Cambridge, MA, 2013.  [http://www.cogsci.ucsd.edu/~ajyu/Papers/nips13_bandit.pdf .pdf]

Revision as of 07:31, September 1, 2014

Publications 2012


Publications reporting on research supported by this MURI

publications: links to publications resulting from this program.


2014


2013

2012

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