Publications

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(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
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'''''2013'''''
  
V. Chandrasekaran and M. I. Jordan, "Computational and statistical tradeoffs via convex relaxation,"
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* 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.
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[http://www.pnas.org/content/110/13/E1181.full.pdf+html .html]
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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). 
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* 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]
  
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]
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* 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, 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.
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* 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]
  
F. Wauthier, N. Jojic, and M. I. Jordan, "Efficient ranking from pairwise comparisons",  
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* 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.  
International Conference on Machine Learning (ICML), New York: ACM Press, 2013. [http://www.cs.berkeley.edu/~flw/wauthier-jordan-jojic-icml13.pdf .pdf].
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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]
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* 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, "Adaptive spectrum sensing and estimation," ICASSP 2013, Vancouver. [http://web.eecs.umich.edu/~hero/Preprints/adapSpecICASSP_2012_11_29.pdf .pdf].
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* 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]
  
2012
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* 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].
  
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://web.eecs.umich.edu/~rajnrao/cochran/radarcon2012_rev.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.
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'''''2012'''''
[http://web.eecs.umich.edu/~hero/Preprints/cochran_etal_SSP12.pdf  .pdf]
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J.C. Duchi, L. Mackey, and M.I. Jordan, "The asymptotics of ranking algorithms," Apr. 2012.
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* 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://arxiv.org/abs/1204.1688 .pdf]
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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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* 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
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* 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.  
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* 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]
 
[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]
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* 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]
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* 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].
  
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].
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* 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, 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]
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* 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]
  
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]
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* 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://arxiv.org/abs/1202.6418 .pdf]
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* 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
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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].
of information based censoring," Aerospace control laboratory technical report, Massachusetts
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Institute of Technology, July 2012. [http://hdl.handle.net/1721.1/71875 .html].
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R. Nadakuditi and M. Newman, "Spectra of random graphs with arbitrary expected degrees,"
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* 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]
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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]
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* 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]
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* 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
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* 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]
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A. Ravichandran and 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]
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* 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]
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* 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]
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* 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]
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* 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]
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* 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]
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* 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
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* 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]
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G. T. Whipps, E. Ertin, and R. L. Moses, “Threshold considerations in dis- tributed 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.
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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]
 
[http://www.ece.osu.edu/~ertine/Whipps_spie12.pdf  .pdf]
  
Z. Yi and S. Soatto, "Information Forests," Proc. ITA, Information Theory and Applications,  
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* 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]
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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]
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* 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


2012

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