Daniel Hsu

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2011
18Parallel Online Learning. Daniel Hsu, Nikos Karampatziakis, John Langford, Alexander J. Smola. CoRR (abs/1103.4204) (2011). Web SearchBibTeXDownload
17An Analysis of Random Design Linear Regression. Daniel Hsu, Sham M. Kakade, Tong Zhang. CoRR (abs/1106.2363) (2011). Web SearchBibTeXDownload
16Stochastic convex optimization with bandit feedback. Alekh Agarwal, Dean P. Foster, Daniel Hsu, Sham M. Kakade, Alexander Rakhlin. CoRR (abs/1107.1744) (2011). Web SearchBibTeXDownload
15Efficient Optimal Learning for Contextual Bandits. Miroslav Dudík, Daniel Hsu, Satyen Kale, Nikos Karampatziakis, John Langford, Lev Reyzin, Tong Zhang. CoRR (abs/1106.2369) (2011). Web SearchBibTeXDownload
14Spectral Methods for Learning Multivariate Latent Tree Structure. Animashree Anandkumar, Kamalika Chaudhuri, Daniel Hsu, Sham M. Kakade, Le Song, Tong Zhang. CoRR (abs/1107.1283) (2011). Web SearchBibTeXDownload
13A tail inequality for quadratic forms of subgaussian random vectors. Daniel Hsu, Sham M. Kakade, Tong Zhang. CoRR (abs/1110.2842) (2011). Web SearchBibTeXDownload
12Robust Matrix Decomposition With Sparse Corruptions. Daniel Hsu, Sham M. Kakade, Tong Zhang. IEEE Transactions on Information Theory (57): 7221-7234 (2011). Web SearchBibTeXDownload
11Sample Complexity Bounds for Differentially Private Learning. Kamalika Chaudhuri, Daniel Hsu. Journal of Machine Learning Research - Proceedings Track (19): 155-186 (2011). Web SearchBibTeXDownload
2010
10Agnostic Active Learning Without Constraints. Alina Beygelzimer, Daniel Hsu, John Langford, Tong Zhang. CoRR (abs/1006.2588) (2010). Web SearchBibTeXDownload
9Robust Matrix Decomposition with Outliers. Daniel Hsu, Sham M. Kakade, Tong Zhang. CoRR (abs/1011.1518) (2010). Web SearchBibTeXDownload
8An Online Learning-based Framework for Tracking. Kamalika Chaudhuri, Yoav Freund, Daniel Hsu. UAI 2010, 101-108. Web SearchBibTeXDownload
2009
7A Spectral Algorithm for Learning Hidden Markov Models. Daniel Hsu, Sham M. Kakade, Tong Zhang. COLT 2009. Web SearchBibTeXDownload
6Multi-Label Prediction via Compressed Sensing. Daniel Hsu, Sham Kakade, John Langford, Tong Zhang. CoRR (abs/0902.1284) (2009). Web SearchBibTeXDownload
5A parameter-free hedging algorithm. Kamalika Chaudhuri, Yoav Freund, Daniel Hsu. CoRR (abs/0903.2851) (2009). Web SearchBibTeXDownload
4Tracking using explanation-based modeling. Kamalika Chaudhuri, Yoav Freund, Daniel Hsu. CoRR (abs/0903.2862) (2009). Web SearchBibTeXDownload
3A Parameter-free Hedging Algorithm. Kamalika Chaudhuri, Yoav Freund, Daniel Hsu. NIPS 2009, 297-305. Web SearchBibTeXDownload
2008
2A Spectral Algorithm for Learning Hidden Markov Models. Daniel Hsu, Sham M. Kakade, Tong Zhang. CoRR (abs/0811.4413) (2008). Web SearchBibTeXDownload
1A new Hedging algorithm and its application to inferring latent random variables. Yoav Freund, Daniel Hsu. CoRR (abs/0806.4802) (2008). Web SearchBibTeXDownload
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