52,235 research outputs found
Non uniform hyperbolicity and elliptic dynamics
We present some constructions that are merely the fruit of combining recent
results from two areas of smooth dynamics: nonuniformly hyperbolic systems and
elliptic constructions.Comment: 6 pages, 0 figur
Collaborative Filtering in a Non-Uniform World: Learning with the Weighted Trace Norm
We show that matrix completion with trace-norm regularization can be
significantly hurt when entries of the matrix are sampled non-uniformly. We
introduce a weighted version of the trace-norm regularizer that works well also
with non-uniform sampling. Our experimental results demonstrate that the
weighted trace-norm regularization indeed yields significant gains on the
(highly non-uniformly sampled) Netflix dataset.Comment: 9 page
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