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All publications by Partha Niyogi
authors venues years



Generalization Bounds for Ranking Algorithms via Algorithmic Stability
Shivani Agarwal and Partha Niyogi
Journal of Machine Learning Research, 2009


On the Relation Between Low Density Separation, Spectral Clustering and Graph Cuts
Hariharan Narayanan, Mikhail Belkin and Partha Niyogi
Advances in Neural Information Processing Systems 19, 2006


Convergence of Laplacian Eigenmaps
Mikhail Belkin and Partha Niyogi
Advances in Neural Information Processing Systems 19, 2006


Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples
Mikhail Belkin, Partha Niyogi and Vikas Sindhwani
Journal of Machine Learning Research, 2006


Beyond the point cloud: from transductive to semi-supervised learning
Vikas Sindhwani, Partha Niyogi and Mikhail Belkin
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005


Tensor Subspace Analysis
Xiaofei He, Deng Cai and Partha Niyogi
Advances in Neural Information Processing Systems 18, 2005


Laplacian Score for Feature Selection
Xiaofei He, Deng Cai and Partha Niyogi
Advances in Neural Information Processing Systems 18, 2005


Locality Preserving Projections
Xiaofei He and Partha Niyogi
Advances in Neural Information Processing Systems 16, 2003


Using Manifold Stucture for Partially Labeled Classification
Mikhail Belkin and Partha Niyogi
Advances in Neural Information Processing Systems 15, 2002


Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering
Mikhail Belkin and Partha Niyogi
Advances in Neural Information Processing Systems 14, 2001