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Submitted to the Annals of Statistics DATA SPECTROSCOPY: EIGENSPACES OF CONVOLUTION OPERATORS AND CLUSTERING By Tao Shi∗, Mikhail Belkin† and Bin Yu‡ The Ohio State University∗† and University of California, Berkeley‡ This paper focuses on obtaining clustering information about a distribution from its i.i.d. samples.
Bin Yu is Chancellor's Distinguished Professor and Class of 1936 Second Chair in the Departments of statistics and EECS, and Center for Computational Biology, and serves as a senior advisor at the Simons Institute for the Theory of Computing, all at UC Berkeley. She obtained her BS Degree in
Renowned Statistics Professor Bin Yu Calls Change in Career Direction "My Most Successful Failure" Bin Yu. After enduring 10 years of social upheaval, including the …
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https://binyu.stat.berkeley.edu. Office / Location. 409 Evans Hall. Phone (510) 642-2021. Email. binyu@stat.berkeley.edu. ... (boosting and lasso), and spectral clustering). I …
Departments of Statistics and EECS, University of California at Berkeley, Berkeley, CA 94720, USA. E-mail: binyu@stat.berkeley.edu Reproducibility is imperative for any scientific discovery. More often than not, modern scientific findings rely on statistical analysis of high-dimensional data. At a minimum, reproducibility manifests itself in ...
Current research topics of my group cover sparse modeling (e.g. Lasso), structured sparsity (e.g. hierarchical and group and graph path), analysis and methods for spectral clustering for undirected and directed graphs; and our data problems come from diverse interdisciplinary areas including genomics, neuroscience, remote sensing, document ...
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Departments of Statistics and Electrical Engineering and Computer Sciences ... CA 94720. phone: 510-642-2781 • fax: 510-642-7892 • binyu@berkeley.edu. Welcome. I'm Bin …
Subject: Image Created Date: 6/20/2008 11:36:43 AM
Spectral clustering and the high-dimensional Stochastic Block Model Karl Rohe, Sourav Chatterjee and Bin Yu Department of Statistics University of California Berkeley, CA 94720, USA e-mail: karlrohe@stat.berkeley.edu sourav@stat.berkeley.edu binyu@stat.berkeley.edu Abstract: Networks or graphs can easily represent a diverse …
pradeepr@stat.berkeley.edu wainwrig@stat.berkeley.edu Garvesh Raskutti †Bin Yu,! garveshr@stat.berkeley.edu binyu@stat.berkeley.edu Departmentof Statistics†, and Department of Electrical Engineeringand Computer Sciences! University of California, Berkeley Berkeley, CA 94720 November21, 2008 Abstract
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University of California, Berkeley Chan-Zuckerberg Biohub Investigator mail: 367 Evans Hall #3860 • Berkeley, CA 94720 • phone: 510-642-2021 • fax: 510-642-7892
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closely related to non-parametric spectral methods, such as spectral clustering (e.g., [8]) and Kernel Prin-cipal Components Analysis [11]. Those methods, as well as certain methods in manifold learning (e.g., [1]), construct a kernel matrix or a graph Laplacian ma-trix associated to a data set. The eigenvectors and
last released. 10 months ago. Show details. Bin Yu is Chancellor's Distinguished Professor and Class of 1936 Second Chair in Statistics, EECS, and Computational Biology at UC …
arXiv:0807.3719v1 [stat.ML] 23 Jul 2008 Data Spectroscopy: Eigenspace of Convolution Operators and Clustering Tao Shi∗, Mikhail Belkin† and Bin Yu‡ The Ohio State University∗† and University of California, Berkeley‡ Abstract: This paper focuses on obtaining clustering information in a dis-tribution when iid data are given.
four spectral channels. Cloud detection is particularly di–cult in the snow- and ice-covered po- ... binyu@stat.berkeley.edu yDepartment of Meteorology, The Pennsylvania State University, University Park, PA 16802. Email: ... angle using four spectral bands (Figure 1). The view zenith angles of the nine cameras are 70:5o (Df), 60o (Cf), ...
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1 A Hierarchical Bayesian Approach 2 for Aerosol Retrieval Using MISR Data Yueqing Wang 1;, Xin Jiang 2; y, Bin Yu 1;3, Ming Jiang 2;4 3 1 Department of Statistics, University of California at Berkeley, CA 94720-3860, U.S. 4 2 LMAM, School of Mathematical Sciences, Peking University, Beijing 100871, China. 5 3 Department of …