# Publications

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Publications

(→Publications reporting on research supported by this MURI) |
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'''Publications 2012''' | '''Publications 2012''' | ||

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== Publications reporting on research supported by this MURI== | == Publications reporting on research supported by this MURI== | ||

[[publications]]: links to publications resulting from this program. | [[publications]]: links to publications resulting from this program. | ||

− | 2013 | + | '''''2013''''' |

− | V. Chandrasekaran and M. I. Jordan, "Computational and statistical tradeoffs via convex relaxation," | + | * 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. [http://www.pnas.org/content/110/13/E1181.full.pdf+html .html] |

− | Proceedings of the National Academy of Sciences, doi:10.1073/pnas.1302293110, 2013. | + | |

− | [http://www.pnas.org/content/110/13/E1181.full.pdf+html .html] | + | |

− | + | * 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] | |

− | + | * Z. Meng, D. Wei, A. Wiesel, A. Hero, "Distributed Learning of Gaussian Graphical Models via Marginal Likelihoods," ''AISTATS 2013''. Available as arxiv:1303.4756 [http://arxiv.org/abs/1303.4756 .html]. (Notable Paper Award). | |

− | T. Tsiligkaridis, | + | * 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. [http://arxiv.org/abs/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'', [http://web.eecs.umich.edu/~hero/Preprints/Tsiligkaridis_ICASSP_2772.pdf .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. [http://www.cs.berkeley.edu/~flw/wauthier-jordan-jojic-icml13.pdf .pdf]. | |

− | D. Wei and A.O. Hero, " | + | * D. Wei and A. O. Hero, "Multistage adaptive estimation of sparse signals," to appear in ''IEEE Journal of Selected Topics in Signal Processing'', 2013. [http://arxiv.org/abs/1210.1473 .html] |

− | + | * D. Wei and A.O. Hero, "Adaptive spectrum sensing and estimation," ''ICASSP 2013'', Vancouver. [http://web.eecs.umich.edu/~hero/Preprints/adapSpecICASSP_2012_11_29.pdf .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. [http://cochran.faculty.asu.edu/papers/Radar12_Operator_Radar.pdf .pdf] | |

− | [http:// | + | |

− | + | * 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] | |

− | G. Georgiadis, A. Ayvaci, and S. Soatto, "Actionable saliency detection," in Proc. of the IEEE | + | * J. C. Duchi, L. Mackey, and M.I. Jordan, "The asymptotics of ranking algorithms," Apr. 2012. [http://arxiv.org/abs/1204.1688 .pdf] |

− | Intl. Conf. on Comp. Vis. and Patt. Recog., 2012. | + | |

+ | * 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] | ||

+ | |||

+ | * 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] | [http://vision.ucla.edu/papers/georgiadisAS12.pdf .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. [http://arxiv.org/pdf/1206.6415v1 .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. [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] | |

− | + | * T. Moldovan and 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] | |

− | + | * 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. [http://cochran.faculty.asu.edu/papers/Allerton12_Riemannian.pdf .pdf] | |

− | B. Mu, G. Chowdhary, and J. P. How, "Efficient distributed information fusion using value | + | * 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]. |

− | of information based censoring," Aerospace control laboratory technical report, Massachusetts | + | |

− | Institute of Technology, July 2012. [http://hdl.handle.net/1721.1/71875 .html]. | + | |

− | R. Nadakuditi and M. Newman, "Spectra of random graphs with arbitrary expected degrees," | + | * R. Nadakuditi and M. Newman, "Spectra of random graphs with arbitrary expected degrees," Arxiv preprint arXiv:1208.1275, 2012. [http://arxiv.org/abs/1208.1275 .html] |

− | Arxiv preprint arXiv:1208.1275, 2012. [http://arxiv.org/abs/1208.1275 .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. .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. .html] |

− | 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 | + | * 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] |

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

− | T. Tsiligkardis, A.O. Hero, and S. Zhou, "Convergence properties of Kronecker graphical lasso algorithms," arXiv:1204.0585, Mar 2012. [http://arxiv.org/abs/1204.0585 .pdf] | + | * T. Tsiligkardis, A. O. Hero, and S. Zhou, "Convergence properties of Kronecker graphical lasso algorithms," arXiv:1204.0585, Mar 2012. [http://arxiv.org/abs/1204.0585 .pdf] |

− | T. Tsiligkardis and A.O. Hero, "Sparse covariance estimation under kronecker product structure," IEEE ICASSP Mar. 2012. [http://web.eecs.umich.edu/~hero/Preprints/tsiligkardis_icassp12.pdf .pdf] | + | * T. Tsiligkardis and A. O. Hero, "Sparse covariance estimation under kronecker product structure," ''IEEE ICASSP,'' Mar. 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, Ann Arbor MI, Aug. 2012.[http://web.eecs.umich.edu/~hero/Preprints/tsiligkardis_SSP12.pdf .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.[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," Proc. of the Conf. on Information Sciences and Systems (CISS), March 2012. [http://vision.ucla.edu/papers/valenteTS12CISS.pdf .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. [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.), Advances in Neural Information Processing Systems (NIPS) 24, 2012.[http://books.nips.cc/papers/files/nips24/NIPS2011_1021.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.), ''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 | + | * 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] |

− | IEEE Statistical Signal Processing Workshop, Ann Arbor MI, August 2012. [http://web.eecs.umich.edu/~hero/Preprints/wei_SSP12_final.pdf .pdf] | + | |

− | G. T. Whipps, E. Ertin, and R. L. Moses, “Threshold considerations in | + | * 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] | [http://www.ece.osu.edu/~ertine/Whipps_spie12.pdf .pdf] | ||

− | Z. Yi and S. Soatto, "Information Forests," Proc. ITA, Information Theory and Applications, | + | * 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] |

− | Feb. 2012. Technical Report UCLA CSD 120002. [http://web.eecs.umich.edu/~hero/Preprints/yiS12ITA.pdf .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. [http://www.jmlr.org/papers/volume13/zhang12b/zhang12b.pdf .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. [http://www.jmlr.org/papers/volume13/zhang12b/zhang12b.pdf .pdf] |

## Revision as of 18:47, June 20, 2013

**Publications 2012**

## Publications reporting on research supported by this MURI

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

**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.

- 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.

- 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