Wolfgang Polonik
4 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(11)
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Trend Setter
Venues
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Research topics
Keywords
sobolev space
(2)
nonparametric regression
(2)
minimax optimality
(1)
point cloud
(1)
principal component regression
(1)
mean squared error
(1)
convergence guarantee
(1)
convergence rate
(1)
minimax rate
(1)
spectral method
(1)
weighted graph
(1)
laplacian eigenmap
(1)
laplace-beltrami operator
(1)
topological regularization
(1)
density ridge
(1)
ridge estimation
(1)
filamentary structure
(1)
subspace constrained mean shift
(1)
adaptation method
(1)
regression on manifold
(1)
Papers
Algorithms for ridge estimation with convergence guarantees
JMLR 2025
Minimax Optimal Nonsmooth Nonparametric Regression via Fractional Laplacian Eigenmaps
UAI 2025
Adaptive and non-adaptive minimax rates for weighted Laplacian-Eigenmap based nonparametric regression
AISTATS 2024
Topologically penalized regression on manifolds
JMLR 2022