32 citations · 182 across the 41 of their papers we have counts for
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math.ST2015
Pointwise Convergence in Probability of General Smoothing Splines
Matthew Thorpe, Adam M. Johansen
Establishing the convergence of splines can be cast as a variational problem which is amenable to a -convergence approach. We consider the case in which the regularization coeff…
math.ST2015
Convergence and Rates for Fixed-Interval Multiple-Track Smoothing Using -Means Type Optimization
Matthew Thorpe, Adam M. Johansen
We address the task of estimating multiple trajectories from unlabeled data. This problem arises in many settings, one could think of the construction of maps of transport networks…
math.ST2015
Convergence of the -Means Minimization Problem using -Convergence
Matthew Thorpe, Florian Theil, Adam M. Johansen +1
The -means method is an iterative clustering algorithm which associates each observation with one of clusters. It traditionally employs cluster centers in the same space as…