720 citations · 1.5k across the 26 of their papers we have counts for
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stat.ME2016
Fréchet Regression for Random Objects with Euclidean Predictors
Alexander Petersen, Hans-Georg Müller
Increasingly, statisticians are faced with the task of analyzing complex data that are non-Euclidean and specifically do not lie in a vector space. To address the need for statisti…
stat.ME2016
Dynamic Modeling with Conditional Quantile Trajectories for Longitudinal Snippet Data, with Application to Cognitive Decline of Alzheimer's Patients
Matthew Dawson, Hans-Georg Müller
Longitudinal data are often plagued with sparsity of time points where measurements are available. The functional data analysis perspective has been shown to provide an effective a…
math.ST2016★ 203 cited
Functional data analysis for density functions by transformation to a Hilbert space
Alexander Petersen, Hans-Georg Müller
Functional data that are nonnegative and have a constrained integral can be considered as samples of one-dimensional density functions. Such data are ubiquitous. Due to the inheren…