Applications

SPADA lab works mostly on algorithm design and theoretical analysis, however, Professor Balzano’s favorite mathematical problems are motivated by fascinating and important problems in engineering and science. We have worked on applications in computer vision, environmental sensing, power systems, and computer network inference.

Gilman, Kyle, and Laura Balzano. 2019. “Panoramic Video Separation with Online Grassmannian Robust Subspace Estimation.” In Proceedings of the IEEE International Conference on Computer Vision Workshops. http://openaccess.thecvf.com/content_ICCVW_2019/html/RSL-CV/Gilman_Panoramic_Video_Separation_with_Online_Grassmannian_Robust_Subspace_Estimation_ICCVW_2019_paper.html.
Lipor, J., B. P. Wong, D. Scavia, B. Kerkez, and L. Balzano. 2017. “Distance-Penalized Active Learning Using Quantile Search.” IEEE Transactions on Signal Processing 65 (20): 5453–65. https://doi.org/10.1109/TSP.2017.2731323.
Lipor, J., L. Balzano, B. Kerkez, and D. Scavia. 2015. “Quantile Search: A Distance-Penalized Active Learning Algorithm for Spatial Sampling.” In 2015 53rd Annual Allerton Conference on Communication, Control, and Computing (Allerton), 1241–48. https://doi.org/10.1109/ALLERTON.2015.7447150.
Ledva, G. S., L. Balzano, and J. L. Mathieu. 2015. “Inferring the Behavior of Distributed Energy Resources with Online Learning.” In 2015 53rd Annual Allerton Conference on Communication, Control, and Computing (Allerton), 187–94. https://doi.org/10.1109/ALLERTON.2015.7447003.
Kennedy, R., L. Balzano, S.J. Wright, and C.J. Taylor. 2014. “Online Algorithms for Factorization-Based Structure from Motion.” In 2014 IEEE Winter Conference on Applications of Computer Vision (WACV), 37–44. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6836120.
Brown, S. G., A. Russell-Graham, P. Xiao, and L. Balzano. 2014. “Determination of Trends in Ozone in the Mid-Atlantic Using Non-Negative Matrix Factorization.” AGU Fall Meeting Abstracts. http://adsabs.harvard.edu/abs/2014AGUFM.A23E3307B.
Balzano, L., R. Nowak, and M. Roughan. 2011. “On the Success of Network Inference Using a Markov Routing Model.” In 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 3108–11. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=5946353.
Ni, Kevin, Nithya Ramanathan, Mohamed Nabil Hajj Chehade, Laura Balzano, Sheela Nair, Sadaf Zahedi, Eddie Kohler, Greg Pottie, Mark Hansen, and Mani Srivastava. 2009. “Sensor Network Data Fault Types.” ACM Transactions on Sensor Networks (TOSN) 5 (3): 25. http://dl.acm.org/citation.cfm?id=1525863.
Balzano, Laura, and Robert Nowak. 2007. “Blind Calibration of Sensor Networks.” In Proceedings of the 6th International Conference on Information Processing in Sensor Networks, 79–88. http://dl.acm.org/citation.cfm?id=1236372.