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Bin Yu | Department of Statistics
Current Website https://binyu.stat.berkeley.edu Office / Location 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, and text summarization Research Description
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Stat Berkeley Edu Binyu Ps Spectral Sbm Pdf Google Search
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طیفی Stat berkeley edu binyu ps
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Statistics (STAT) < University of California, Berkeley
Prerequisites: Math 54 or 56 or 110 or Stat 89A or Physics 89 or both of EECS 16A and 16B with a C- or better, or Pass; Data/Stat/CompSci C100 with a C- or better, or Pass; and any of EECS 126, Data/Stat C140, Stat 134, IndEng 172, Math 106 with a C- or better, or Pass.
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A Spectral Approach to Analysing Belief Propagation for 3 …
spectral properties of the adjacency matrix of the input graph. In addition, we point out that the analysis comprises a natural random graph model (namely, a 'planted solution' model). 1.2. Belief propagation and spectral techniques The main contribution of this paper is a rigorous analysis of BP for 3-colouring. We
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Topics in Spectral Graph Methods
Course description:Spectral graph methods use eigenvalues and eigenvectors of matrices associated with a graph, e.g., adjacency matrices or Laplacian matrices, in order to understand the properties of the graph. They have a rich algorithmic and statistical theory, including connections with random
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Statistics < University of California, Berkeley
The Statistics MA program prepares students for careers that require statistical skills. It focuses on tackling statistical challenges encountered by industry rather than preparing for a PhD. The program is for full-time students and is designed to be completed in two semesters (fall and spring). There is no way to transfer into the PhD program ...
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Using Local Spectral Methods in Theory and in Practice
Local spectral methods: I Use random walks to nd locally-biased partitions in large graphs. I Can prove locally-biased versions of Cheeger's Inequality. I Scalable worst-case running time; non-trivial statistical properties. Success stories for local spectral methods: I Getting nearly-linear time Laplacian-based linear solvers.
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Multiway Spectral Clustering: A Margin-Based Perspective
Department of Statistics and Department of Electrical Engineering and Computer Science, University of California, Berkeley, USA (e-mail: [email protected]; [email protected]). The solutions of the relaxed problem are often re-ferred to as spectral embeddings and have applications outside of the clustering context (Belkin and ...
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CiteSeerX — SPECTRAL CLUSTERING AND THE HIGH …
CiteSeerX - Document Details (Isaac Councill, Lee Giles, Pradeep Teregowda): Networks or graphs can easily represent a diverse set of data sources that are characterized by interacting units or actors. Social networks, representing people who communicate with each other, are one example. Communities or clusters of highly connected actors form an …
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Spectral clustering and the high-dimensional …
Spectral clustering and the high-dimensional Stochastic Block Model Bin Yu Departments of Statistics and EECS University of California at Berkeley [email protected] …
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Current Faculty | Department of Statistics
Berkeley Statistics Annual Research Symposium (BSTARS) Seminars. Overview; Neyman Seminar; Probability Seminar; Statistics and Genomics Seminar; Tech Reports; Resources. ... Department of Statistics 367 Evans Hall, University of California Berkeley, CA 94720-3860 T 510-642-2781 | F 510-642-7892
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EECS 281B / STAT 241B Home Page
High-dimensional analysis of semidefinite programming relaxations for sparse principal component analysis, by A. A. Amini and M. J. Wainwright, To appear in the Annals of Statistics. Paper ; Eigenspectra of random kernel matrices, by Noureddine El Karoui, UC Berkeley Stat. technical report (2008)
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stat berkeley edu_ binyu_ps_spectral sbm 791 pdf
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Bin Yu | Department of Statistics
[email protected] Research Expertise and Interests statistical inference for high dimensional data and interdisciplinary research in neuroscience, remote sensing, and …
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