134 citations · 445 across the 29 of their papers we have counts for
Showing 2015Show all
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cs.LG2015★ 50 cited
Regularized EM Algorithms: A Unified Framework and Statistical Guarantees
Xinyang Yi, Constantine Caramanis
Latent variable models are a fundamental modeling tool in machine learning applications, but they present significant computational and analytical challenges. The popular EM algori…
stat.ML2015★ 23 cited
Optimal linear estimation under unknown nonlinear transform
Xinyang Yi, Zhaoran Wang, Constantine Caramanis +1
Linear regression studies the problem of estimating a model parameter , from observations from linear model $y_i = \langl…
cs.DS2015★ 28 cited
Binary Embedding: Fundamental Limits and Fast Algorithm
Xinyang Yi, Constantine Caramanis, Eric Price
Binary embedding is a nonlinear dimension reduction methodology where high dimensional data are embedded into the Hamming cube while preserving the structure of the original space.…