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Statistical Inference For Persistent Homology
persistent homology topology density estimation
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2013/4/28
Persistent homology is a method for probing topological properties of point clouds and functions. The method involves tracking the birth and death of topological features as one varies a tuning parame...
Statistical Inference: The Big Picture
Bayesian confidence frequentist statistical education
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2011/7/5
Statistics has moved beyond the frequentist-Bayesian controversies of the past. Where does this leave our ability to interpret results?
Causal Network Inference via Group Sparse Regularization
Causal Network Inference via Group Sparse Regularization
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2011/7/5
This paper addresses the problem of inferring sparse causal networks modeled by multivariate auto-regressive (MAR) processes. Conditions are derived under which the Group Lasso (gLasso) procedure cons...