Books:
V. Saligrama Eds, “Networked Sensing, Information and Control,’’ Springer Verlag 2009
Recent Journal Publications
V. Saligrama, Aperiodic Sequences with Uniformly Decaying Correlations and Applications to Compressed Sensing and System Identification, IEEE Transactions on Information Theory, to appear.
G. Atia, V. Saligrama, “Boolean Compressed Sensing and Noisy Group Testing,’’ IEEE Trans. on Information Theory, March 2012
M. Cheraghchi, A. Karbasi, S. Mohajer, V. Saligrama, “Graph Constrained Group Testing,’’ IEEE Trans. on Information Theory, Jan 2012
P. M. Jodoin et. al., Behavior Subtraction, IEEE Transactions on Image Processing, to appear.
S. Aeron, S. Bose, H. P. Valero, V. Saligrama, Broadband Dispersion Extraction Using Simultaneous Sparse Penalization, IEEE Transactions on Signal Processing, 2011
V. Saligrama, M. Alanyali, “Token Based Algorithms for Distributed Computation,’’ IEEE Journal of Selected Areas in Signal Processing, Aug. 2011
V. Saligrama, M. Zhao, “Thresholded Basis Pursuit: A Linear Programming Approach to Optimal Support Recovery of Compressed Sparse Signals,’’ IEEE Transactions on Information Theory, March 2011
Y. Benezeth, P. Jodoin, V. Saligrama, “Abnormality Detection Using Low-Level Co-occurring Events,’’ Pattern Recognition Letters, Feb. 2011
V. Saligrama, Deterministic Designs with Deterministic Guarantees: Toeplitz Compressed Sensing Matrices, Sequence Designs and System Identification, IEEE Transactions on Information Theory, to appear.
S. Aeron, V. Saligrama, M. Zhao, “Information Theoretic Analysis for Compressed Sensing,’’ IEEE Trans. on Information Theory, pages: 5111 – 5130, Oct. 2010
E. Ermis, P. Jodoin, V. Saligrama, “Activity Based Matching in Multi-Camera Networks,’’ IEEE Trans. on Image Processing, 2595 – 2613, Oct. 2010.
V. Saligrama, J. Konrad, V. Saligrama, “Video Anomaly Identification,’’ IEEE Signal Processing Magazine, pages: 18-33, Sept. 2010.
E. Ermis, V. Saligrama, “Distributed Detection for Multi-Modal Limited Range Sensors,’’ IEEE Transactions on Signal Processing, pages 843-858, Jan 2010
J. McHugh, J. Konrad, V. Saligrama, and P.-M. Jodoin, “Foreground-adaptive background subtraction,” IEEE Signal Process. Lett., pages 390-393, Sep. 2009.
A. Sahai, K.Woyach, G. Atia, and V. Saligrama, “A technical perspective on light-handed regulation for cognitive radios,” pages 96-102, IEEE Communications Magazine, Jan 2009
S. Aeron, V. Saligrama, D. Castanon, “Energy efficient policies for distributed target tracking in multi-hop sensor networks”, IEEE Transactions on Signal Processing,’’ Vol. 56, pages: 2562 – 2574, 2008
Y. Wang, P. Ishwar, V. Saligrama, “One-Bit Distributed Sensing and Coding for Field Estimation in Sensor Networks,’’ vol. 56, pages: 4433 – 4445, IEEE Transactions on Signal Processing, 2008
G. Atia, M. Sharif, V. Saligrama, “On Optimal Outage in Relay Channels with General Fading Distributions,” vol. 53., Pages 3786 – 3797, IEEE Transactions on Information Theory, 2007.
S. Aeron, V. Saligrama, “Wireless Ad-hoc networks: Strategies and scaling laws in Fixed SNR regime,” vol. 53, pages: 2044 – 2059, IEEE Transactions on Information Theory, 2007
R. Rahman, M. Alanyali, V. Saligrama, “Distributed Tracking in Multi-hop Sensor Networks with Communication Delays,’’ vol. 55, pages 4656 – 4668, IEEE Transactions in Signal Processing, 2007
V. Saligrama, M. Alanyali, O. Savas, “Distributed Detection in Sensor Networks with Finite Capacity Links and Packet Losses,” vol. 54, pages: 4118 – 4132, IEEE Transactions on Signal Processing, Nov. 2006
E. Ermis, M. Alanyali, V. Saligrama, “Search and Discovery in an Uncertain Networked World” IEEE Signal Processing Magazine, vol. 23, pages: 107 – 118, July 2006
V. Saligrama, “A Convex Analytic Approach to System Identification,” IEEE Transactions on Automatic Control, vol. 50, no. 10, Pages 1550-1567, Oct. 2005
V. Borkar, S. Mitter, S. Venkatesh, “Variations on a Neyman Pearson Theme,” Journal of the Indian Statistical Institute, vol. 66, Part I, Pages 1-14 pages, May 2004
Recent Conference Publications
C. L. Chan, S. Jaggi, V. Saligrama, S. Agnihotri, Non-Adaptive Group Testing: Explicit Bounds and Algorithms, ISIT 2012
V. Saligrama, Z. Chen, Video Anomaly Detection Based on Local Statistical Aggregates, CVPR 2012
V. Saligrama, M. Zhao, Local Anomaly Detection, AISTATS 2012
J. Wang, V. Saligrama, D. Castanon, Structural Similarity and Distance in Learning, Allerton 2011
B. Orten et. al., Sensing Structure in Learning-Based Binary Classification of High-Dimensional Data: Opportunities and Perils, Allerton 2011
C. L. Park et. al., Non-adaptive probabilistic group testing with noisy measurements: Near-optimal bounds with efficient algorithms, Allerton 2011
G. Atia, V. Saligrama, A mutual information characterization of sparse signal processing, ICALPGT 2011
B. Orten et. al., Sensing-aware classification with high-dimensional data, ICASSP 2011
K. Trapeznikov, V. Saligrama, D. Castanon, “Active Boosted Learning,” AISTATS 2011
P. Jones, V. Saligrama, S. Mitter, Probabilistic Belief Revision with Structural Constraints, NIPS 2010
J. Wang, V. Saligrama, D. Castanon, “Markov and Hidden Markov Model Group Testing,” Allerton UIUC 2010,
D. Motamedvaziri, V. Saligrama, D. Castanon, “Decentralized Compressive Sensing,” Allerton UIUC 2010
P. Jones, S. Mitter, V. Saligrama, “Revision of Marginal Probability Assessments,” Fusion 2010, Edinburgh, UK
R. Kumar, D. Castanon, E. Ermis, V. Saligrama, “A new algorithm for outlier rejection in particle filters,” Fusion 2010, Edinburgh, UK
M. Zhao, V. Saligrama, “ Noisy Filtered Processes: Reconstruction and Compression,” IEEE Conference on Decision and Control, Atlanta, Dec. 2010
M. Zhao, V. Saligrama, “Compressed Blind Deconvolution,’’ ICASSP 2010
M. Cheraghchi, A. Karbasi, S. Mohajer, V. Saligrama, “Graph Constrained Group Testing,’’ ISIT. 2010.
S. Aeron, S. Bose, H.P. Valero, V. Saligrama, “ Sparsity Penalized Reconstruction Framework for Broadband Dispersion Extraction,’’ pages: 2638 – 2641, ICASSP 2010
M. Zhao, V. Saligrama, “Anomaly Detection with Score Functions on K Nearest Neighbor Graphs,’’ NIPS 2009, (Spotlight Presentation)
G. Atia, V. Saligrama, “Noisy Group Testing: An information theoretic perspective,’’ Allerton, pages, 355 – 362, UIUC 2009
Jodoin P-M, Saligrama V. Konrad J., Implicit Active-Contouring with MRF, International Conference on Image Analysis and Recognition (ICIAR), 2009
Y. Benezeth, P. M. Jodoin, and V. Saligrama, and C. Rosenberger, “Abnormal Events Detection Based on Spatio-Temporal Co-occurences,” in IEEE Computer Society Conference on Computer Vision and Pattern Recognition(CVPR), Jun. 2009
E. Ermis, P. Clarot, P. M. Jodoin, and V. Saligrama, “Unsupervised Camera Network Structure Estimation Based on Activity,” in ICDSC 2009
M. Zhao, V. Saligrama, Outlier detection via localized p-value estimation, Allerton 2009
P.-M. Jodoin, V. Saligrama, and J. Konrad, “Behavior subtraction,” in Proc. SPIE Visual Communications and Image Process., vol. 6822, Jan. 2008, pp. 10.1–10.12.
E.~Ermis, V. Saligrama, P.-M. Jodoin, and J. Konrad, “Motion segmentation and abnormal behavior detection via behavior clustering,” in Proc. IEEE Int. Conf. Image Processing, pp 769-772, Oct. 2008.
P.-M. Jodoin, J. Konrad, V. Saligrama, and V. Veilleux-Gaboury, “Motion detection with an unstable camera,” in Proc. IEEE Int. Conf. Image Processing, Oct. 2008.
J. McHugh, J. Konrad, V. Saligrama, P.-M. Jodoin, and D. Castanon, “Motion detection with false discovery rate control,” in Proc. IEEE Int. Conf. Image Processing, Oct. 2008.
E. Ermis, V. Saligrama, P.-M. Jodoin, and J. Konrad, “Abnormal behavior detection and behavior matching for networked cameras,” in ACM/IEEE Int. Conf. Distributed Smart Cameras, Sep. 2008. (Best Dissertation runner up)
P.-M. Jodoin, J. Konrad, and V. Saligrama, “Modeling background activity for behavior subtraction,” in ACM/IEEE Int. Conf. Distributed Smart Cameras, Sep. 2008.
S. Aeron, M. Zhao, V. Saligrama, “Algorithms and Bounds for Sensing Capacity and Compressed Sensing with Applications to Learning Gaussian Graphical Models,’’ Information Theory and Applications Workshop, UCSD, Jan 2008
O. Savas, M. Alanyali and V. Saligrama, “Efficient In-Network Processing through Local Ad-hoc Information Coalescence,’’ International Distributed Computing in Sensing Systems (DCOSS) 2006, San Fransisco, CA.
G. Atia, V. Saligrama and A. Sahai, “Codes to Unmask Spectrum Violators in Cognitive Radio Systems,” in Proceedings of Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA Oct. 2008.
G. Atia, A. Sahai, V. Saligrama, “Spectrum Enforcement and Liability Assignment in Cognitive Radios”, in Proceedings of IEEE Dynamic Spectrum Access Networks (DySpan), October 2008.
K. Woyach, A. Sahai, G. Atia, V. Saligrama, “Crime and punishment for Cognitive Radios”, 46th Annual IEEE Allerton Conference on Communication, Control and Computing, Monticello IL, Sep. 2008.
G. Atia, S. Aeron, E. Ermis, V. Saligrama, “On Throughput Maximization and Interference Avoidance in Cognitive Radios,” Fifth IEEE Consumer Communications and Networking Conference CCNC, 2nd IEEE Workshop on Cognitive Radios, Las Vegas, Jan. 2008
M. Zhao, S. Aeron, V. Saligrama, “Sensing Capacity and Compressd Sensing: Bounds and Algorithms,” Allerton 2007
S. Aeron, M. Zhao and V. Saligrama, “Sensing Capacity, Diversity and Sparsity: Fundamental Tradeoffs,’’ ITA UCSD Workshop, Feb. 2007
E. Ermis, V. Saligrama, “ Robust Detection Strategies for Non-Ideal Sensing Models,” ICASSP, 2007
S. Aeron, M. Zhao and V. Saligrama, “Fundamental Tradeoffs: Limited Sensing, Sensing Diversity and Sensing Capacity,” 40th Asilomar Conference on Signals, Systems and Computers, Oct. 2006
E. Ermis, V. Saligrama, “Detection and Localization in Sensor Networks Using Distributed FDR,’’ Conference on Information Sciences and Systems, May 2006
E. Ermis, V. Saligrama, “Detection and Localization in Sensor Networks Using Distributed FDR,’’ Conference of Information Sciences and Systems, Princeton, NJ 2006
M. Alanyali, V. Saligrama and O. Savas, A Random-Walk Model for Distributed Computation in Energy-Limited Networks,” Information Theory and its Applications, San Diego, CA, 2006.
O. Savas, M. Alanyali and V. Saligrama, Efficient In-Network Processing through Local Ad-hoc Information Coalescence, DCOSS 2006, San Fransisco, CA.
V. Saligrama, D. Starobinski “On the Macroscopic Effects of Local Interactions in Wireless multi-hop networks,” Intl. Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, pages 1-8, Boston, MA, April, 2006
O. Savas, M. Alanyali, V. Saligrama, “Randomized Sequential Algorithms for Data Aggregation in Sensor Networks,’’ Conference of Information Sciences and Systems, Princeton, NJ 2006
S. Aeron, V. Saligrama, Wireless ad-hoc networks: Cooperative Strategies and Scaling Laws for fixed SNR regime, CTW, Puerto Rico, 2006
G. Atia, M. Sharif, V. Saligrama, “Effect of Geometry on the Diversity-Multiplexing Tradeoff in Relay Channels,’’ Globecom, Nov 2006, San Francisco, CA
G. Atia, M. Sharif, V. Saligrama, “On Optimal Outage in Relay Channels in the Low SNR Regime,’’ Forty-Fourth Annual Allerton Conference, Sept. 2006, Allerton House, UIUC, Illinois, USA
G. Atia, M. Sharif, V. Saligrama, “Outage Capacity of Relay Channels in Low SNR: An Adaptive Strategy,’’ Communication Theory Workshop, May 2006, Puerto Rico
Y. Wang, N. Ma, M. Zhao, P. Ishwar, V. Saligrama “On Universal Distributed Estimation of Noisy Fields with One-Bit Sensors,’’ Forty-Fourth Annual Allerton Conference, Sept. 2006, Allerton House, UIUC, Illinois, USA
V. Saligrama, D. Castanon, “Reliable Tracking over unreliable communication links,” ICASSP, Toulouse, France, 2006
V. Saligrama, D. Castanon, “Reliable Distributed Estimation with Intermittent Communications,” IEEE Control and Decision Conference, San Diego, CA, 2006
S. Aeron, V. Saligrama, D. Castanon, “Energy Efficient Policies for Distributed Target Tracking in Multihop Sensor Networks,” IEEE Control and Decision Conference, San Diego, CA, 2006
S. Aeron, V. Saligrama, D. Castanon, “Distributed Target tracking and localization in multi-hop networks,” Conference of Information Sciences and Systems, Princeton, NJ 2006
M. Alanyali, V. Saligrama, “Distributed Tracking in Multi-hop Networks,’’ IEEE Statistical Signal Processing Workshop, Bordeaux, France, 2005
E. Ermis, V. Saligrama, Adaptive Statistical Sampling Methods for Decentralized Estimation and Detection of Localized Phenomena, Information Processing in Sensor Networks, Los Angeles, CA, April 2005
E. Ermis, V. Saligrama, Decentralized Detection and Estimation of localized phenomena, International Conference on Acoustics Speech and Signal Processing, March 2005
S. Venkatesh, M. Alanyali, O. Savas, S. Aeron, Classification in Sensor Networks, Proceedings of the International Symposium on Information Theory, Page 251, July 2004, Chicago, IL, USA
M. Alanyali, S. Venkatesh, S. Aeron and O. Savas, Distributed Bayesian Hypothesis Testing, Proceedings of American Control Conference, Boston, MA, June 2004
