Bin Yu
Bin Yu. Professor of Statistics, Electrical Engineering and Computer Science. Email: [email protected]. Lab Webpage. Research Interests: Bin Yu's research groups …
Statistics at UC Berkeley | Department of Statistics
Subject: Image Created Date: 6/20/2008 11:36:43 AM
Spectral clustering and the high-dimensional stochastic …
spectral clustering has many similarities with the nonlinear dimension reduction or manifold learning techniques such as Diffusion maps and Laplacian eigenmaps [Coifman et al. (2005), Belkin and Niyogi (2003)]. The normalized graph Laplacian L is an essential part of spectral clustering, Diffusion maps and Laplacian eigenmaps.
High-dimensionalcovarianceestimation byminimizing ℓ
Berkeley, CA 94720-1776 USA e-mail: [email protected] [email protected] [email protected] [email protected] Abstract: Given i.i.d. observations of a random vector X ∈ Rp, we study the problem of estimating both its covariance matrix Σ∗, and its inverse covariance or concentration …
Detection of Daytime Arctic Clouds using MISR and …
Amongst the 36 spectral radiances available on the Moderate Resolution Imag-ing Spectroradiometer (MODIS) seven of them are used operationally for detection of ... ‡Department of Statistics, University of California, Berkeley, CA 94720-3860. Email: [email protected]
Spectral clustering and the high-dimensional Stochastic …
insights and heuristics: spectral clustering is a convex relaxation of the Normalized Cut optimization problem (Shi and Malik, 2000), it can identify the connected components in …
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Spectral clustering and the high-dimensional stochastic …
spectral clustering, this provides insight into a graph visualization technique. Our method of studying the eigenvectors of random matrices is original. 1. Introduction. Researchers in …
A Hierarchical Bayesian Approach for Aerosol …
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 …
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Embracing Statistical Challenges in the Information …
nologies must be integrated into statistics, and statistical thinking must be integrated into computer technologies or into the making of the cyberinfrastructure. 1 Introduction Information technology (IT) is a broad subject concerned with technology and other aspects of managing and processing information, especially in large organizations.
Veridical data science INAUGURAL ARTICLE
INAUGURAL ARTICLE STATISTICS Veridical data science Bin Yua,b,c,d,1 and Karl Kumbiera aStatistics Department, University of California, Berkeley, CA 94720; …
Bin Yu | Department of Statistics
Distinguished Professor. Status. Current. Website. https://binyu.stat.berkeley.edu. Office / Location. 409 Evans Hall. Phone. (510) 642-2021. Email. [email protected]. Research Expertise …
Embracing Statistical Challenges in the Information …
from data, interpreted in a broad sense. Statistics as a discipline has its primary role as assisting this knowledge/information acquisition process in a principled and scienti c manner. IT data are massive or high-dimensional, no matter whether the forms are old (numeric) or new (text, images, videos, sound, and multi-media).
Data Spectroscopy: Eigenspace of Convolution …
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.
Impact of regularization on spectral clustering
@WalmartLabs and University of California, Berkeley The performance of spectral clustering can be considerably improved via regularization, as demonstrated empirically …
Impact of regularization on spectral clustering
@WalmartLabs and University of California, Berkeley The performance of spectral clustering can be considerably improved via regularization, as demonstrated empirically in Amini et al. [ Ann. Statist. 41
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Spectral clustering and the highdimensional Stochastic Spectral clustering is a popular and computationally feasible method to discover these communities
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High-dimensionalcovarianceestimation byminimizing ℓ …
Berkeley, CA 94720-1776 USA e-mail: [email protected] [email protected] [email protected] [email protected] Abstract: Given i.i.d. observations of a random vector X ∈ Rp, we study the problem of estimating both its covariance matrix Σ∗, and its inverse covariance or concentration …
Veridical data science INAUGURAL ARTICLE
INAUGURAL ARTICLE STATISTICS Veridical data science Bin Yua,b,c,d,1 and Karl Kumbiera aStatistics Department, University of California, Berkeley, CA 94720; bElectrical Engineering and Computer Sciences Department, University of California, Berkeley, CA 94720; cChan Zuckerberg Biohub, San Francisco, CA 94158; and dLawrence Berkeley …
Bin Yu
Biography. 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 at UC Berkeley. She obtained her BS Degree in Mathematics from Peking University, and MS and PhD Degrees in Statistics from UC Berkeley. She was Assistant Professor at UW ...
Cloud Detection over Snow and Ice Using MISR Data
four spectral channels. Cloud detection is particularly di–cult in the snow- and ice-covered po- ... [email protected] yDepartment of Meteorology, The Pennsylvania State University, University Park, PA 16802. Email: [email protected] zJet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91109-8099. Email:
Bin Yu
Departments of Statistics and Electrical Engineering and Computer Sciences ... 367 Evans Hall #3860 • Berkeley, CA 94720. phone: 510-642-2781 • fax: 510-642-7892 • [email protected]. Welcome. I'm Bin Yu, the head of the Yu Group at ... UC Berkeley to lead $10M NSF/Simons Foundation program to investigate theoretical underpinnings …
Bin Yu | Department of Statistics
[email protected]. Dissertation. Some Results on Empirical Processes and Stochastic Complexity. Dissertation Advisor. Terence Speed, Lucien LeCam. Program. ... Department of Statistics 367 Evans Hall, University of California Berkeley, CA 94720-3860 T 510-642-2781 | F 510-642-7892