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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'''''2016'''''
 
'''''2016'''''
  
* J. Lee, M. Simchowitz, B. Recht, and M. I. Jordan, "Gradient descent only converges to minimizers,"  Proceedings of the Conference on Computational Learning Theory (COLT), New York, NY, June 2016. [https://arxiv.org/abs/1602.04915v2.pdf .pdf]
 
  
* A. El Alaoui, X. Cheng, A. Ramdas, M. Wainwright, and M. I. Jordan, "Asymptotic behavior of $\ell_p$-based Laplacian regularization in semi-supervised learning",  Proceedings of the Conference on Computational Learning Theory (COLT), New York, NY, June 2016. [https://arxiv.org/pdf/1603.00564v1.pdf .pdf]
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* A. El Alaoui, X. Cheng, A. Ramdas, M. Wainwright, and M. I. Jordan, "Asymptotic behavior of $\ell_p$-based Laplacian regularization in semi-supervised learning",  Proceedings of the Conference on Computational Learning Theory (COLT), New York, NY, June 2016. [https://arxiv.org/pdf/1603.00564v1.pdf .pdf].
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* Y. Altmann, S. McLaughlin, A.O. Hero, "Robust linear spectral unmixing using outlier detection," IEEE Trans on Computational Imaging, 2016. [https://arxiv.org/pdf/1501.03731.pdf .pdf].
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* V. Berisha, A. Wisler, A.O. Hero, and A. Spanias, "Empirically Estimable Classification Bounds Based on a Nonparametric Divergence Measure" IEEE Transactions on Signal Processing, vol. 64, no. 3, pp.580-591, Feb. 2016.  [https://arxiv.org/pdf/1412.6534.pdf .pdf]
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* Hye Won Chung, L. Zheng, B. Sadler, A.O. Hero, "Unequal Error Protection Coding Approaches to the Noisy 20 Questions Problem," IEEE Intl Conf. on Information Theory (ISIT), July 2016, Barcelona Spain. [http://web.eecs.umich.edu/~hero/Preprints/UEP_ISIT2016_final.pdf .pdf].
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* K. Greenewald, E. Zelnio, A.O. Hero III, "Kronecker PCA Based Robust SAR STAP," IEEE Trans on Aerospace and Electronic Systems (AES), 2016. [http://arxiv.org/pdf/1502:07481 .pdf].
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*K. Greenewald, E. Zelnio and A.O. Hero, "Kronecker STAP and SAR GMTI," Proceedings of SPIE Symposium on Defense, Sensing and Security April 2016. [https://arxiv.org/pdf/1604.03622.pdf .pdf].
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*N. Halay, K. Todros and A.O. Hero, "Measure transformed quasi-likelihood ratio test for Bayesian binary hypothesis testing," IEEE Workshop on Statistical Signal Processing (SSP), Pamplona Spain, June 2016. [http://web.eecs.umich.edu/~hero/Preprints/SSP16_Todros_PAPER.pdf .pdf].
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* A.O. Hero and B. Rajaratnam, "Foundational principles for large-scale inference: illustrations through correlation mining," Proceedings of the IEEE, vol. 104, no. 1, pp. 93-110, Jan 2016.  [https://arxiv.org/abs/1505.02475.pdf .pdf].
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 +
* J. Lee, M. Simchowitz, B. Recht, and M. I. Jordan, "Gradient descent only converges to minimizers,"  Proceedings of the Conference on Computational Learning Theory (COLT), New York, NY, June 2016. [https://arxiv.org/abs/1602.04915v2.pdf .pdf].
 +
 
 +
* T.-P. Xie, N. Nasrabadi, A.O. Hero, "Learning to classify with possible sensor failures,"  IEEE Transactions on Signal Processing, 2016.  [http://arxiv.org/pdf/1507.04540 .pdf].
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* Y. Yilmaz and A.O. Hero, "Multimodal Event Detection in Twitter Hashtag Networks,"  Journ. of Signal Processing Systems, 2016.  [http://arxiv.org/pdf/1601.00306 .pdf]. 
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'''''2015'''''
 
'''''2015'''''
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* P-Y Chen and A. O. Hero, "Phase transitions in spectral community detection of large noisy networks," IEEE Intl Conf on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, April 2015. [http://arxiv.org/pdf/1504.02412v2 .pdf]
 
* P-Y Chen and A. O. Hero, "Phase transitions in spectral community detection of large noisy networks," IEEE Intl Conf on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, April 2015. [http://arxiv.org/pdf/1504.02412v2 .pdf]
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* H.-W. Chung, B. M. Sadler, and A. O. Hero, "Bounds on variance for symmetric unimodal distributions," Allerton Conference, Oct. 2015. [https://arxiv.org/pdf/1510.08341.pdf  .pdf]
  
 
* J. Dong, N. Karianakis, D. Davis, J. Hernandez, J. Balzer and S. Soatto, "Multi-view feature engineering and learning", ''Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition'', 2015. [http://vision.ucla.edu/papers/dongKDHBS15.pdf .pdf]
 
* J. Dong, N. Karianakis, D. Davis, J. Hernandez, J. Balzer and S. Soatto, "Multi-view feature engineering and learning", ''Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition'', 2015. [http://vision.ucla.edu/papers/dongKDHBS15.pdf .pdf]
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* S. D. Howard, D. Cochran, and W. Moran, "Gauge-invariant registration in networks," ''Proceedings of the International Conference on Information Fusion'', July 2015. [http://cochran.faculty.asu.edu/papers/2015_Howard_Gauge_Fusion.pdf .pdf]
 
* S. D. Howard, D. Cochran, and W. Moran, "Gauge-invariant registration in networks," ''Proceedings of the International Conference on Information Fusion'', July 2015. [http://cochran.faculty.asu.edu/papers/2015_Howard_Gauge_Fusion.pdf .pdf]
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* K.J. Hsiao, J. Calder, A.O. Hero, "Multi-criteria Anomaly Detection using Pareto Depth Analysis," IEEE Journ on Neural Network Learning Systems, no. 6, vol. 27, pp. 1307-1321, Aug. 2015. [http://arxiv.org/pdf/1508.04887.pdf .pdf].
  
 
* K.J. Hsiao, J. Calder and A.O. Hero, "Pareto-depth for Multiple-query Image Retrieval," IEEE Trans on Image Processing, vol. 24, no. 2, pp. 583-594, 2015. [http://web.eecs.umich.edu/~hero/Preprints/hsiao-tip2015_final.pdf .pdf]  
 
* K.J. Hsiao, J. Calder and A.O. Hero, "Pareto-depth for Multiple-query Image Retrieval," IEEE Trans on Image Processing, vol. 24, no. 2, pp. 583-594, 2015. [http://web.eecs.umich.edu/~hero/Preprints/hsiao-tip2015_final.pdf .pdf]  
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* Q. Liu, A. Ihler, J. W. Fisher III, "Boosting Crowdsourcing With Expert Labels: Local vs. Global Effects", International Conference on Information Fusion (Fusion), 2015. [http://www.cs.dartmouth.edu/~qliu/PDF/FusionCrowd15.pdf]
 
* Q. Liu, A. Ihler, J. W. Fisher III, "Boosting Crowdsourcing With Expert Labels: Local vs. Global Effects", International Conference on Information Fusion (Fusion), 2015. [http://www.cs.dartmouth.edu/~qliu/PDF/FusionCrowd15.pdf]
  
* Goran Marjanovic, Magnus Ulfarsson, Alfred O. Hero, "MIST: L0 sparse linear regression with momentum," IEEE Intl Conf on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, April 2015. [http://arxiv.org/pdf/1409.7193v2 .pdf]
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* G. Marjanovic, M. Ulfarsson, A.O. Hero, "MIST: L0 sparse linear regression with momentum," IEEE Intl Conf on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, April 2015. [http://arxiv.org/pdf/1409.7193v2 .pdf]
  
 
* B. Mu, G. Newstadt, D. Wei, A.O. Hero, J.P. How, "Adaptive Search for Multi-class Targets with Heterogeneous Importance," Fusion 2015. [http://arxiv.org/pdf/1409.7808.pdf .pdf]
 
* B. Mu, G. Newstadt, D. Wei, A.O. Hero, J.P. How, "Adaptive Search for Multi-class Targets with Heterogeneous Importance," Fusion 2015. [http://arxiv.org/pdf/1409.7808.pdf .pdf]
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* H. Nayar and R. Nadakuditi, "Theoretical performance analysis of Tucker Higher Order SVD in extracting structure from multiple signal-plus-noise matrices," Proceedings of the IEEE Asilomar Conference on Signals & Systems, pp. 755-759, 2015. [http://dx.doi.org/10.1109/ACSSC.2014.7094550] [http://cochran.faculty.asu.edu/papers/Nayar_Asilomar.pdf .pdf]
 
* H. Nayar and R. Nadakuditi, "Theoretical performance analysis of Tucker Higher Order SVD in extracting structure from multiple signal-plus-noise matrices," Proceedings of the IEEE Asilomar Conference on Signals & Systems, pp. 755-759, 2015. [http://dx.doi.org/10.1109/ACSSC.2014.7094550] [http://cochran.faculty.asu.edu/papers/Nayar_Asilomar.pdf .pdf]
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*  Gregory E. Newstadt, Beipeng Mu, Dennis Wei, Jonathan P. How, Alfred O. Hero III, "Importance-weighted adaptive search for multi-class targets," IEEE Trans on Signal Processing, vol. 63, no. 23, 6299-6314, Dec. 2015. [https://arxiv.org/abs/1409.7808.pdf .pdf].
  
 
* G. Newstadt, D. Wei, A.O. Hero, "Adaptive Search and Tracking of Sparse Dynamic Targets under Resource Constraints," to appear in IEEE Trans. Signal Processing 2015. [http://arxiv.org/pdf/1404.2201v1 .pdf]
 
* G. Newstadt, D. Wei, A.O. Hero, "Adaptive Search and Tracking of Sparse Dynamic Targets under Resource Constraints," to appear in IEEE Trans. Signal Processing 2015. [http://arxiv.org/pdf/1404.2201v1 .pdf]
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* T. Xie, N. Nasrabadi, A.O. Hero, "Multi-sensor classification via consensus-based multi-view maximum entropy discrimination," IEEE Intl Conf on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, April 2015. [http://arxiv.org/pdf/1507.01269.pdf .pdf]
 
* T. Xie, N. Nasrabadi, A.O. Hero, "Multi-sensor classification via consensus-based multi-view maximum entropy discrimination," IEEE Intl Conf on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, April 2015. [http://arxiv.org/pdf/1507.01269.pdf .pdf]
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* Y. Yilmaz and A. O. Hero, "Multimodal factor analysis," Proc. of IEEE Workshop on Machine Learning and Signal Processing, Boston, 2015. [http://arxiv.org/pdf/1508.00408.pdf .pdf].
  
 
* Y. Zhang, M. J. Wainwright, and M. I. Jordan, "Distributed estimation of generalized matrix rank: Efficient algorithms and lower bounds," ''International Conference on Machine Learning'', to appear. [http://arxiv.org/pdf/1502.01403.pdf .pdf]
 
* Y. Zhang, M. J. Wainwright, and M. I. Jordan, "Distributed estimation of generalized matrix rank: Efficient algorithms and lower bounds," ''International Conference on Machine Learning'', to appear. [http://arxiv.org/pdf/1502.01403.pdf .pdf]

Revision as of 03:03, November 21, 2016

Publications since 2012


Publications reporting on research supported by this MURI

publications: links to publications resulting from this program.

2016



2015


2014



2013


2012

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