Departments of Statistics and EECS, University of California at Berkeley, Berkeley, CA 94720, USA. E-mail: [email protected] Reproducibility is imperative for any Current Website https://binyu.stat.berkeley.edu Office / Location 409 Evans Hall Phone (510) 642-2021 Email [email protected] Research Expertise and Interests Bin Yu Department of ...
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
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409 Evans Hall. Phone. (510) 642-2021. Email. [email protected]. Research Expertise and Interests. statistical inference for high dimensional data and interdisciplinary research in neuroscience, remote sensing, …
In the 1980s, the Berkeley Statistics Department's Statistical Computing Facility (SCF) managed mainframe computers named after mus icians such as Bizet and Bach. Later I learned that Leo came back to Berkeley in 1980 ... E-mail: [email protected]. Created Date: 7/18/2012 6:09:27 AM ...
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In this paper, we propose the Boosted Lasso (BLasso) algorithm which ties the Boosting algorithm with the Lasso method. BLasso is derived as a coordinate descent method with a fixed step size applied to the general Lasso loss function (L1 penalized convex loss). It consists of both a forward step and a backward step.
Research. In 2014, I was elected to the National Academy of Sciences based on my statistical and scientific contributions, as well as my broad vision of data science best …
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 …
Garvesh Raskutti [email protected] Martin J. Wainwright ∗ [email protected] Bin Yu∗ [email protected] Department of Statistics University of California Berkeley, CA 94720-1776, USA Editor: John Lafferty Abstract Methods based on ℓ1-relaxation, such as basis pursuit and the …
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[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
four spectral channels. Cloud detection is particularly di–cult in the snow- and ice-covered po- ... Berkeley, CA 94720-3860. Email: [email protected], [email protected] yDepartment of Meteorology, The Pennsylvania State University, University Park, PA 16802. Email: ... angle using four spectral bands …
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 …
partment of Statistics∗ at University of California, Berkeley ... @kcl.ac.uk, [email protected]). Finan-cial support from EPSRC under grant EP/D053005/1 is gratefully acknowl-edged. Bin Yu thanks the National Science Foundation for grants NSF SES-0835531 (CDI) and NSFC (60628102). aim to reduce explicitly the effects of noise …
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 …
{peter.sollich,zoran.cvetkovic}@kcl.ac.uk, [email protected]). Finan-cial support from EPSRC under grant EP/D053005/1 is gratefully acknowl-edged. Bin Yu thanks the National Science Foundation for grants NSF SES-0835531 (CDI) and NSFC (60628102). aim to reduce explicitly the effects of noise on spectral
Biography. Bin Yu is Chancellor's Professor in the Departments of Statistics and of Electrical Engineering & Computer Sciences at the University of California at Berkeley. …
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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, The Ohio State University, Columbus, OH 43210-1247. Email: ... University of California, Berkeley, CA 94720-3860. Email: [email protected]
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; …
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: [email protected] [email protected] [email protected] Abstract: Networks or graphs can easily represent a diverse …
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, and …
Department of Electrical Engineering & Computer Science. University of California, Berkeley. Chan-Zuckerberg Biohub Investigator. mail: 367 Evans Hall #3860 • Berkeley, CA 94720 • phone: 510-642-2021 • fax: …
University of California, Berkeley binyu|@|stat.berkeley.edu Office Hours TBA 409 Evans Hall Meeting T/Th 11:00-12:30 330 Evans Hall Grading 30% Class participation and homework assignments 40% Final project and in-class presentation 30% Oral final exam ...
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: [email protected] [email protected] [email protected] Abstract: Networks or graphs can easily represent a diverse …
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 …
Garvesh Raskutti, Martin J. Wainwright, Senior Member, IEEE,and BinYu, Fellow, IEEE Abstract—Consider the high-dimensional linear regression model,where is an observation vector, is a design matrix with, is an unknown regression vector, and is additive Gaussian noise. This paper studies the minimax rates of convergence for esti-
Subject: Image Created Date: 6/20/2008 11:36:43 AM
d Department of Statistics, University of California, Berkeley, CA 94720-3860, United States ABSTRACT Detection of clouds in satellite-generated radiance images, including those from MODIS, is an important first step in many applications of these data. In this paper we apply spectral unmixing to this problem with the aim of estimating
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