Hi! I work in the area of large-scale machine learning and computer vision. You can find more information about me including a complete list of papers at: www.sanjivk.com.
“Sampling Methods for the Nystrom Method”, Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar, Journal of Machine Learning Research (JMLR) (2012) (to appear).
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“Semi-Supervised Hashing for Large Scale Search”, Jun Wang, Sanjiv Kumar, Shih-Fu Chang, IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) (2012).
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“Ensemble Nystrom”, Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar, A book chapter in Ensemble Machine Learning: Theory and Applications, 2011.
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“Hashing with Graphs”, Wei Liu, Jun Wang, Sanjiv Kumar, Shih-Fu Chang, International Conference on Machine Learning (ICML), 2011.
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“Baselines for Image Annotation”, Ameesh Makadia, Vladimir Pavlovic, Sanjiv Kumar, International Journal on Computer Vision (IJCV) (2010).
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“Semi-Supervised Hashing for Scalable Image Retrieval”, Jun Wang, Sanjiv Kumar, Shih-Fu Chang, IEEE Conf on Computer Vision and Pattern Recognition (CVPR), 2010.
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“Sequential Projection Learning for Hashing with Compact Codes”, Jun Wang, Sanjiv Kumar, Shih-Fu Chang, International Conference on Machine Learning (ICML), 2010.
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“YouTubeCat: Learning to Categorize Wild Web Videos”, Zheshen Wang, Ming Zhao, Yang Song, Sanjiv Kumar, Baoxin Li, IEEE Conf on Computer Vision and Pattern Recognition (CVPR), 2010.
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“Ensemble Nystrom Method”, Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar, Neural Information Processing Systems (NIPS), 2009.
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“On Sampling-Based Approximate Spectral Decomposition”, Sanjiv Kumar, Mehryar Mohri, Ameet Talkwalkar, International Conference on Machine Learning (ICML), 2009.
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“Sampling Techniques for the Nystrom Method”, Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar, Artificial Intelligence and Statistics (AISTATS), 2009.
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“A New Baseline For Image Annotation”, Ameesh Makadia, Vladimir Pavlovic, Sanjiv Kumar, European Conference on Computer Vision (ECCV), 2008.
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“Face Tracking and Recognition with Visual Constraints in Real-World Videos”, Minyoung Kim, Sanjiv Kumar, Vladimir Pavlovic, Henry A. Rowley, IEEE Computer Vision and Pattern Recognition (CVPR), 2008.
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“Large-Scale Manifold Learning”, Ameet Talwalkar, Sanjiv Kumar, Henry A. Rowley, Computer Vision and Pattern Recognition (CVPR), 2008.
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“Classification of Weakly-Labeled Data with Partial Equivalence Relations”, Sanjiv Kumar, Henry A. Rowley, International Conference on Computer Vision (ICCV), 2007.
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