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stat.ME2023
Sequential inductive prediction intervals
Benny Avelin
In this paper we explore the concept of sequential inductive prediction intervals using theory from sequential testing. We furthermore introduce a 3-parameter PAC definition of pre…
stat.ML2023
Exploring Singularities in point clouds with the graph Laplacian: An explicit approach
Martin Andersson, Benny Avelin
We develop theory and methods that use the graph Laplacian to analyze the geometry of the underlying manifold of datasets. Our theory provides theoretical guarantees and explicit b…