Mikhail Belkin
University of California San Diego(US)MIREA - Russian Technological University(RU)
Publications by Year
Research Areas
Advanced Photonic Communication Systems, Optical Network Technologies, Neural Networks and Applications, Photonic and Optical Devices, Semiconductor Lasers and Optical Devices
Most-Cited Works
- → Laplacian Eigenmaps for Dimensionality Reduction and Data Representation(2003)7,600 cited
- → Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering(2002)4,511 cited
- Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples(2006)
- → Reconciling modern machine-learning practice and the classical bias–variance trade-off(2019)1,464 cited
- → Semi-Supervised Learning on Riemannian Manifolds(2004)807 cited
- → Regularization and Semi-supervised Learning on Large Graphs(2004)541 cited
- → Towards a theoretical foundation for Laplacian-based manifold methods(2007)470 cited