42 citations · 319 across the 36 of their papers we have counts for
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cs.LG2013★ 12 cited
On-line PCA with Optimal Regrets
Jiazhong Nie, Wojciech Kotlowski, Manfred K. Warmuth
We carefully investigate the on-line version of PCA, where in each trial a learning algorithm plays a k-dimensional subspace, and suffers the compression loss on the next instance…
cs.LG2013★ 29 cited
Relative Loss Bounds for On-line Density Estimation with the Exponential Family of Distributions
Katy S. Azoury, Manfred K. Warmuth
We consider on-line density estimation with a parameterized density from the exponential family. The on-line algorithm receives one example at a time and maintains a parameter that…