Biblio
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2011. Sensing structure in learning-based binary classification of high-dimensional data. 49th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2011, Allerton Park {&} Retreat Center, Monticello, IL, USA, 28-30 September, 2011. :1521–1528.
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2011. Structural similarity and distance in learning. 49th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2011, Allerton Park {&} Retreat Center, Monticello, IL, USA, 28-30 September, 2011. :744–751.
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2011. Broadband Dispersion Extraction Using Simultaneous Sparse Penalization. {IEEE} Trans. Signal Processing. 59:4821–4837.
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2011. Thresholded Basis Pursuit: LP Algorithm for Order-Wise Optimal Support Recovery for Sparse and Approximately Sparse Signals From Noisy Random Measurements. {IEEE} Trans. Information Theory. 57:1567–1586.
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2011. Abnormality detection using low-level co-occurring events. Pattern Recognition Letters. 32:423–431.
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2011. A Token-Based Approach for Distributed Computation in Sensor Networks. J. Sel. Topics Signal Processing. 5:817–832.
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2012. Cost Sensitive Sequential Classification. CoRR. abs/1205.4377
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2012. Graph-based Learning with Unbalanced Clusters. CoRR. abs/1205.1496
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2012. Local Anomaly Detection. Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands, April 21-23, 2012. 22:969–983.
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2012. Multi-Stage Classifier Design. Proceedings of the 4th Asian Conference on Machine Learning, {ACML} 2012, Singapore, Singapore, November 4-6, 2012. 25:459–474.
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2012. Two stage decision system. {IEEE} Statistical Signal Processing Workshop, {SSP} 2012, Ann Arbor, MI, USA, August 5-8, 2012. :920–923.
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2012. A combined approach to multi-label multi-task learning. {IEEE} Statistical Signal Processing Workshop, {SSP} 2012, Ann Arbor, MI, USA, August 5-8, 2012. :616–619.
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2012. Sensing aware dimensionality reduction for nearest neighbor classification of high dimensional signals. {IEEE} Statistical Signal Processing Workshop, {SSP} 2012, Ann Arbor, MI, USA, August 5-8, 2012. :405–408.
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2012. New statistic in P-value estimation for anomaly detection. {IEEE} Statistical Signal Processing Workshop, {SSP} 2012, Ann Arbor, MI, USA, August 5-8, 2012. :393–396.
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2012. Sample complexity of salient feature identification for sparse signal processing. {IEEE} Statistical Signal Processing Workshop, {SSP} 2012, Ann Arbor, MI, USA, August 5-8, 2012. :329–332.
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2012. Local Supervised Learning through Space Partitioning. Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States.. :91–99.
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2012. Exploratory search of long surveillance videos. Proceedings of the 20th {ACM} Multimedia Conference, {MM} '12, Nara, Japan, October 29 - November 02, 2012. :309–318.
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2012. Non-adaptive group testing: Explicit bounds and novel algorithms. Proceedings of the 2012 {IEEE} International Symposium on Information Theory, {ISIT} 2012, Cambridge, MA, USA, July 1-6, 2012. :1837–1841.
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2012. Video anomaly detection based on local statistical aggregates. 2012 {IEEE} Conference on Computer Vision and Pattern Recognition, Providence, RI, USA, June 16-21, 2012. :2112–2119.
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2012. Bayesian filtering without an observation model. Proceedings of the 51th {IEEE} Conference on Decision and Control, {CDC} 2012, December 10-13, 2012, Maui, HI, {USA}. :3496–3501.
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2012. Real-Time Activity Search of Surveillance Video. Ninth {IEEE} International Conference on Advanced Video and Signal-Based Surveillance, {AVSS} 2012, Beijing, China, September 18-21, 2012. :246–251.
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2012. Aperiodic Sequences With Uniformly Decaying Correlations With Applications to Compressed Sensing and System Identification. {IEEE} Trans. Information Theory. 58:6023–6036.
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2012. Boolean Compressed Sensing and Noisy Group Testing. {IEEE} Trans. Information Theory. 58:1880–1901.
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2012. Graph-Constrained Group Testing. {IEEE} Trans. Information Theory. 58:248–262.
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2012. Behavior Subtraction. {IEEE} Trans. Image Processing. 21:4244–4255.