1. Why Topological Data Analysis Beats Dimension Reduction 2. + Instead of asking data specific questions we can use traditional tools to join different data sources and…

Slide 1 Distance metric learning, with application to clustering with side-information Eric P. Xing, Andrew Y. Ng, Michael I. Jordan and Stuart Russell University of California,…

Slide 1 Watching Unlabeled Video Helps Learn New Human Actions from Very Few Labeled Snapshots Chao-Yeh Chen and Kristen Grauman University of Texas at Austin [email protected],[email protected]…

THE MANIFOLDS OF SPATIAL HEARING Ramani Duraiswami | Vikas C. Raykar Perceptual Interfaces and Reality Lab University of Maryland, College park HOW DO HUMANS LOCALIZE A SOUND…

Patch-based Nonlocal Denoising for MRI and Ultrasound Images Xin Li Lane Dept. of CSEE West Virginia University Outline I come to see and be seen Motivation: nonlocal (symmetry-related)…

Parallel and Distributed Audio (Image/Video) Concealment Using Nonlocal Sparse Representation Xin Li LDCSEE, WVU Neural Basis of Media Content Multimedia: a combination of…

THE MANIFOLDS OF SPATIAL HEARING Ramani Duraiswami | Vikas C. Raykar Perceptual Interfaces and Reality Lab University of Maryland, College park HOW DO HUMANS LOCALIZE A SOUND…

Nonlinear Dimensionality Reduction by Locally Linear Embedding Nonlinear Dimensionality Reduction by Locally Linear Embedding Sam T. Roweis and Lawrence K. Saul Reference:…

Patch-based Nonlocal Denoising for MRI and Ultrasound Images Xin Li Lane Dept. of CSEE West Virginia University Outline I come to see and be seen Motivation: nonlocal (symmetry-related)…

Slide 1 Nonlinear Dimensionality Reduction by Locally Linear Embedding Sam T. Roweis and Lawrence K. Saul Reference: "Nonlinear dimensionality reduction by locally linear…