# Publications

From Voimuri Wiki

Publications

(→Publications reporting on research supported by this MURI) |
(→Publications reporting on research supported by this MURI) |
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[[publications]]: links to publications resulting from this program. | [[publications]]: links to publications resulting from this program. | ||

− | |||

'''''2013''''' | '''''2013''''' | ||

− | |||

− | * | + | * K. Beaudet and D. Cochran, "Multiple-channel detection in active sensing," ''Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing,'' June 2013. [http://cochran.faculty.asu.edu/papers/2013_Beaudet_Invariance_ICASSP.pdf .pdf] |

− | * | + | * K. Beaudet, L. Crider, and D. Cochran, "Detection in networked radar," ''Proc. SPIE 8746, Algorithms for Synthetic Aperture Radar Imagery XX'', May 2013. [http://cochran.faculty.asu.edu/papers/SPIE13.pdf .pdf] |

− | * V. Chandrasekaran and M. I. Jordan, "Computational and statistical tradeoffs via convex relaxation," ''Proceedings of the National Academy of Sciences'' | + | * 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] |

− | * | + | * J. Duchi, M. I. Jordan, and M. Wainwright, "Privacy aware learning," ''Proceedings of NIPS,'' 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] |

− | * | + | * J. Duchi, L. Mackey, and M. I. Jordan, "The asymptotics of ranking algorithms," ''Annals of Statistics'' (in press). [http://arxiv.org/pdf/1204.1688.pdf .pdf] |

− | * | + | * E. Ertin, "Manifold learning methods for wide-angle SAR ATR," ''Proceedings of the 2013 International Conference on Radar'' (in press).[http://www.ece.osu.edu/~ertine/Ertin2013.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] |

− | * | + | * 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 (to appear). |

− | * | + | * 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, P. Sarkar, and M. I. Jordan, "A scalable bootstrap for massive data," ''Journal of the Royal Society, Series B'' (in press). [http://arxiv.org/pdf/1112.5016v2.pdf .pdf] |

− | * D. Wei and A. O. Hero, "Multistage adaptive estimation of sparse signals," | + | * Z. Meng, D. Wei, A. Wiesel, and A. Hero III, "Distributed learning of Gaussian graphical models via marginal likelihoods," ''Proceedings of AISTATS,'' 2013. [http://arxiv.org/pdf/1303.4756.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 information fusion using adaptive decentralized censoring algorithms," ''Proceedings of the American Control Conference (ACC),'' Washington DC, July 2013. | ||

+ | |||

+ | * B. Mu, G. Chowdhary, and J. P. How, "Value-of-information aware active task assignment," ''Proceedings of the AIAA Guidance, Navigation, and Control Conference,'' Boston, August 2013. | ||

+ | |||

+ | * B. Mu, G. Chowdhary, and J. P. How, "Value-of-information aware active task assignment," ''Proceedings of SPIE Defense, Security, and Sensing Symposium,'' Baltimore 2013. | ||

+ | |||

+ | * R. Nadakuditi, "OptShrink: An algorithm for improved low-rank signal matrix denoising by optimal, data-driven singular value shrinkage," [http://arxiv.org/abs/1306.6042] | ||

+ | |||

+ | * R. Nadakuditi, "When are the most informative components for inference also the principal components," [http://arxiv.org/abs/1302.1232] | ||

+ | |||

+ | * 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] | ||

+ | |||

+ | * G. Papachristoudis and J. W. Fisher III, "Efficient information planning in Markov chains," (submitted for publication). | ||

+ | |||

+ | * G. Papachristoudis and J. W. Fisher III, "Incremental belief propagation," (submitted for publication). | ||

+ | |||

+ | * 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] | ||

+ | |||

+ | * P. Shearer, A. Gilbert and A.O. Hero, "Correcting camera shake by incremental sparse approximation," Proceedings of IEEE ICIP 2013. [http://web.eecs.umich.edu/~hero/Preprints/cam_L0_icip_final1.pdf .pdf] | ||

+ | |||

+ | * 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 (to appear).[http://www.ece.osu.edu/~ertine/NithinErtin2013.pdf .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 (to appear).[http://www.ece.osu.edu/~ertine/TengErtin2013.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] | ||

+ | |||

+ | * 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] | ||

+ | |||

+ | * 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] | ||

+ | |||

+ | * 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, "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, "Multistage adaptive estimation of sparse signals," ''IEEE Journal of Selected Topics in Signal Processing'' (in press). [http://arxiv.org/pdf/1210.1473v2.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] | ||

+ | |||

+ | * 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] | ||

− | |||

'''''2012''''' | '''''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. [http://cochran.faculty.asu.edu/papers/ | + | * 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. [http://cochran.faculty.asu.edu/papers/2012_Cochran_Operator_Radarcon.pdf .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. [http://cochran.faculty.asu.edu/papers/SSP12_MaxEnt.pdf .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. [http://cochran.faculty.asu.edu/papers/SSP12_MaxEnt.pdf .pdf] | ||

− | * J. C. Duchi, L. Mackey, and M.I. Jordan, "The asymptotics of ranking algorithms," Apr. 2012. [http://arxiv.org/abs/1204.1688 .pdf] | + | * J.C. Duchi, L. Mackey, and M.I. Jordan, "The asymptotics of ranking algorithms," Apr. 2012. [http://arxiv.org/abs/1204.1688 .pdf] |

* E. Ertin, "Sensor selection in adversarial setting," ''Proceedings of the IEEE Statistical Signal Processing Workshop'', August 2012. [http://web.eecs.umich.edu/~hero/Preprints/ertin_SSP12.pdf .pdf] | * E. Ertin, "Sensor selection in adversarial setting," ''Proceedings of the IEEE Statistical Signal Processing Workshop'', August 2012. [http://web.eecs.umich.edu/~hero/Preprints/ertin_SSP12.pdf .pdf] | ||

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* G. Georgiadis, A. Ayvaci, and S. Soatto, "Actionable saliency detection," in ''Proc. of the IEEE Intl. Conf. on Comp. Vis. and Patt. Recog.'', 2012. [http://vision.ucla.edu/papers/georgiadisAS12.pdf .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. [http://vision.ucla.edu/papers/georgiadisAS12.pdf .pdf] | ||

− | * | + | * V. Karasev, A. Chiuso, and S. Soatto, "Controlled recognition bounds for visual learning and exploration," ''Proceedings of NIPS,'' December 2012.[http://vision.ucla.edu/papers/karasevCS12.pdf .pdf] |

− | * L. Mackey, M. I. Jordan, R. Y. Chen, B. Farrell | + | * A. Kleiner, A. Talwalkar, P. Sarkar, M. Jordan, "The Big Data Bootstrap," ''Proceedings of the 29th International Conference on Machine Learning'', Edinburgh, UK, 2012. [http://arxiv.org/pdf/1206.6415v1 .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. [http://arxiv.org/abs/1201.6002 .html]. | ||

* Z. Meng, A. Wiesel, and A. O. Hero, "Distributed principal component analysis on networks via directed graphical models," ''IEEE ICASSP 2012''. Author preprint [http://web.eecs.umich.edu/~hero/Preprints/meng_icassp12.pdf .pdf] | * Z. Meng, A. Wiesel, and A. O. Hero, "Distributed principal component analysis on networks via directed graphical models," ''IEEE ICASSP 2012''. Author preprint [http://web.eecs.umich.edu/~hero/Preprints/meng_icassp12.pdf .pdf] | ||

− | * T. Moldovan | + | * T. Moldovan, P. Abbeel, "Safe Exploration in Markov Decision Processes," Proceedings of the 29th International Conference on Machine Learning, Edinburgh, UK, 2012. [http://arxiv.org/pdf/1205.4810v3 .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. [http://cochran.faculty.asu.edu/papers/ICASSP12_Geometric_Sensor_Mgmt.pdf .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. [http://cochran.faculty.asu.edu/papers/ICASSP12_Geometric_Sensor_Mgmt.pdf .pdf] | ||

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* 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. [http://hdl.handle.net/1721.1/71875 .html]. | * 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. [http://hdl.handle.net/1721.1/71875 .html]. | ||

− | + | * S. Olver and R. Nadakuditi, "Numerical computation of convolutions in free probability theory," Arxiv preprint arXiv:1203.1958, 2012. [http://arxiv.org/abs/1203.1958] | |

− | + | ||

− | * S. Olver and R. Nadakuditi, "Numerical computation of convolutions in free probability theory," Arxiv preprint arXiv:1203.1958, 2012. [http://arxiv.org/abs/1203.1958 | + | |

* G. Papachristoudis and J. W. Fisher III, "Theoretical guarantees on penalized information gathering," ''Proceedings of the IEEE Statistical Signal Processing Workshop'', August 2012. [http://web.eecs.umich.edu/~hero/Preprints/papachristoudis_etal_SSP12.pdf .pdf] | * G. Papachristoudis and J. W. Fisher III, "Theoretical guarantees on penalized information gathering," ''Proceedings of the IEEE Statistical Signal Processing Workshop'', August 2012. [http://web.eecs.umich.edu/~hero/Preprints/papachristoudis_etal_SSP12.pdf .pdf] | ||

− | * A. Ravichandran and S. Soatto, "Modeling stationarity at multiple time-scales for applications in fire detection and traffic monitoring," | + | * 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. [http://vision.ucla.edu/papers/ravichandranS12.pdf .pdf] |

− | * A. Ravichandran | + | * A. Ravichandran and C. Wang and S. Soatto, "SuperFloxels: A Mid-Level Representation for Video Sequences," Proc. of ARTEMIS, October 2012. [http://vision.ucla.edu/papers/ravichandranWRS12.pdf .pdf] |

− | * | + | * C. Rossler, E. Ertin, and R. L. Moses, "Waveform diversity and optimal change detection," ''Proceedings of the 46th Asilomar Conference on Signals, Sysyems, and Computers,'' November 2012. |

− | * T. Tsiligkardis and A. O. Hero, "Sparse covariance estimation under | + | * T. Tsiligkardis and A.O. Hero, "Sparse covariance estimation under Kronecker product structure," ''Proc. IEEE ICASSP,'' March 2012. [http://web.eecs.umich.edu/~hero/Preprints/tsiligkardis_icassp12.pdf .pdf] |

− | * T. Tsiligkardis, A. O. Hero, and S. Zhou, "Convergence properties of Kronecker graphical lasso algorithms," ''IEEE Statistical Signal Processing Workshop'' | + | * T. Tsiligkardis, A.O. Hero, and S. Zhou, "Convergence properties of Kronecker graphical lasso algorithms," ''Proceedings of the IEEE Statistical Signal Processing Workshop,'' Ann Arbor MI, August 2012.[http://web.eecs.umich.edu/~hero/Preprints/tsiligkardis_SSP12.pdf .pdf] |

− | * L. Valente, R. Tsai, and S. Soatto, "Information gathering control via exploratory path planning," | + | * 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. [http://vision.ucla.edu/papers/valenteTS12CISS.pdf .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.), | + | * 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.[http://books.nips.cc/papers/files/nips24/NIPS2011_1021.pdf .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. [http://web.eecs.umich.edu/~hero/Preprints/wei_SSP12_final.pdf .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. [http://web.eecs.umich.edu/~hero/Preprints/wei_SSP12_final.pdf .pdf] | ||

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* 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. [http://www.ece.osu.edu/~ertine/Whipps_spie12.pdf .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. [http://www.ece.osu.edu/~ertine/Whipps_spie12.pdf .pdf] | ||

− | * Z. Yi and S. Soatto, "Information Forests," Proc. ITA, | + | * Z. Yi and S. Soatto, "Information Forests," ''Proc. ITA, Information Theory and Applications'', Feb. 2012. Technical Report UCLA CSD 120002. [http://web.eecs.umich.edu/~hero/Preprints/yiS12ITA.pdf .pdf] |

− | * Z. Zhang, S. Wang, D. | + | * 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. [http://www.jmlr.org/papers/volume13/zhang12b/zhang12b.pdf .pdf] |

## Revision as of 17:12, September 8, 2013

**Publications 2012**

## Publications reporting on research supported by this MURI

**publications**: links to publications resulting from this program.

**2013**

- K. Beaudet and D. Cochran, "Multiple-channel detection in active sensing,"
*Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing,*June 2013. .pdf

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

- V. Chandrasekaran and M. I. Jordan, "Computational and statistical tradeoffs via convex relaxation,"
*Proceedings of the National Academy of Sciences*, 2013. .pdf

- J. Duchi, M. I. Jordan, and M. Wainwright, "Privacy aware learning,"
*Proceedings of NIPS,*2013. .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. .pdf

- J. Duchi, L. Mackey, and M. I. Jordan, "The asymptotics of ranking algorithms,"
*Annals of Statistics*(in press). .pdf

- E. Ertin, "Manifold learning methods for wide-angle SAR ATR,"
*Proceedings of the 2013 International Conference on Radar*(in press)..pdf

- B. Farrell and R. Nadakuditi,"Local spectrum of truncations of Kronecker products of Haar distributed unitary matrices," [1]

- 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 (to appear).

- M. I. Jordan, "On statistics, computation, and scalability,"
*Bernoulli*, 19, 1378-1390, (2013). .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. .pdf

- A. Kleiner, A. Talwalkar, P. Sarkar, and M. I. Jordan, "A scalable bootstrap for massive data,"
*Journal of the Royal Society, Series B*(in press). .pdf

- Z. Meng, D. Wei, A. Wiesel, and A. Hero III, "Distributed learning of Gaussian graphical models via marginal likelihoods,"
*Proceedings of AISTATS,*2013. .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 information fusion using adaptive decentralized censoring algorithms,"
*Proceedings of the American Control Conference (ACC),*Washington DC, July 2013.

- B. Mu, G. Chowdhary, and J. P. How, "Value-of-information aware active task assignment,"
*Proceedings of the AIAA Guidance, Navigation, and Control Conference,*Boston, August 2013.

- B. Mu, G. Chowdhary, and J. P. How, "Value-of-information aware active task assignment,"
*Proceedings of SPIE Defense, Security, and Sensing Symposium,*Baltimore 2013.

- R. Nadakuditi, "OptShrink: An algorithm for improved low-rank signal matrix denoising by optimal, data-driven singular value shrinkage," [2]

- R. Nadakuditi, "When are the most informative components for inference also the principal components," [3]

- R. Nadakuditi and M. Newman, "Spectra of random graphs with arbitrary expected degrees," Phys. Rev. E 87, 012803 (2013), .html

- G. Papachristoudis and J. W. Fisher III, "Efficient information planning in Markov chains," (submitted for publication).

- G. Papachristoudis and J. W. Fisher III, "Incremental belief propagation," (submitted for publication).

- 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...pdf

- P. Shearer, A. Gilbert and A.O. Hero, "Correcting camera shake by incremental sparse approximation," Proceedings of IEEE ICIP 2013. .pdf

- 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 (to appear)..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 (to appear)..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 .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. .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 .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. .pdf

- F. Wauthier, M. I. Jordan and N. Jojic, "Efficient ranking from pairwise comparisons",
*International Conference on Machine Learning (ICML)*, 2013. .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. .pdf

- D. Wei and A. O. Hero, "Multistage adaptive estimation of sparse signals,"
*IEEE Journal of Selected Topics in Signal Processing*(in press). .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. .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. .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

- V. Karasev, A. Chiuso, and S. Soatto, "Controlled recognition bounds for visual learning and exploration,"
*Proceedings of NIPS,*December 2012..pdf

- A. Kleiner, A. Talwalkar, P. Sarkar, 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, P. Abbeel, "Safe Exploration in Markov Decision Processes," Proceedings of the 29th International Conference on Machine Learning, Edinburgh, UK, 2012. .pdf

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