Concepedia

Mikhail Belkin

MB

Statistics

Publications

63

Citations

17.4K

H-Index

33

Active since

2002

Affiliations

The Ohio State University(Current)

University of Chicago

University of California San Diego

Columbia University

Mikhail Belkin is an author at The Ohio State University specializing in machine learning, computer science, and computing.

Publications per year

2002–2024

63

Publications

63

Laplacian Eigenmaps for Dimensionality Reduction and Data Representation

Mikhail Belkin, Partha Niyogi · Neural Computation · 2003 · 7.7K citations

Computing, Computer Science, Data Mining +13

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

Mikhail Belkin, Partha Niyogi, Vikas Sindhwani · 2006 · 3.3K citations

Computing, Computer Science, Computational Geometry +16

Reconciling modern machine-learning practice and the classical bias–variance trade-off

Mikhail Belkin, Daniel Hsu, Siyuan Ma et al. · Proceedings of the National Academy of Sciences · 2019 · 1.5K citations · Full text

Computing, Computer Science, Mathematics +11

Semi-Supervised Learning on Riemannian Manifolds

Mikhail Belkin, Partha Niyogi · Machine Learning · 2004 · 807 citations · Full text

Computing, Computer Science, Machine Learning +11

Towards a theoretical foundation for Laplacian-based manifold methods

Mikhail Belkin, Partha Niyogi · Journal of Computer and System Sciences · 2007 · 477 citations

Natural Sciences, Mathematics, Physics +12

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