124 citations
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stat.ML2017
Sparse Regularization in Marketing and Economics
Guanhao Feng, Nicholas Polson, Yuexi Wang +1
Sparse alpha-norm regularization has many data-rich applications in Marketing and Economics. Alpha-norm, in contrast to lasso and ridge regularization, jumps to a sparse solution.…
math.GM2017★ 3 cited
On Hilbert's 8th Problem
Nicholas G. Polson
This note takes the probabilistic half of the Riemann Xi story on its own terms. Every object in the subject is a first passage time: Riemann's kernel is the law of the logarithm o…
stat.ML2017★ 124 cited
Deep Learning: A Bayesian Perspective
Nicholas Polson, Vadim Sokolov
Deep learning is a form of machine learning for nonlinear high dimensional pattern matching and prediction. By taking a Bayesian probabilistic perspective, we provide a number of i…