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Executive Summary New data collection technologies and computational and inferential approaches to data analysis are transforming research, decision-making, and action. In the world around us, the capacity of data science to shape human life stretches from precisely targeted medical treatments to
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 set of data sources that
Codes and Models Bin Yu Bell Labs, Lucent and UC Berkeley Thanks to: Mark Hansen, Youngjun Yoo, Antonio Ortega, Andrew Barron, Jorma Rissanen IMS-ENAR Meeting, Atlanta March, 1999. Outline: Introduction Prelude A “Bit” of Information Theory From Coding to Modeling:
IMPACT OF REGULARIZATION ON SPECTRAL CLUSTERING1 BY ANTONY JOSEPH AND BIN YU @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 (2013) 2097–2122]. Here, we provide an attempt at quantifying ...
Superheat: An R package for creating beautiful and extendable heatmaps for visualizing complex data Rebecca L. Barter Department of Statistics, University of California, Berkeley and Bin Yu Department of Statistics, University of California, Berkeley January 30, 2017 Abstract
Grouped and Hierarchical Model Selection through Composite Absolute Penalties Peng Zhao, Guilherme Rocha, Bin Yu Department of Statistics University of California, Berkeley, USA {pengzhao, gvrocha, binyu}@stat.berkeley.edu April 17, 2006 Abstract Recently much attention has been devoted to model selection through regularization methods in
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Home / stat berkeley edu_ binyu_ps_spectral 791 pdf . Faculty Department of Statistics - Berkeley Statistics - University of . David Aldous. Professor. 351 Evans Hall. aldousstat.berkeley.edu. (510) 642-3295 . Alan Hammond. Associate Professor. 791 Evans. alanmhberkeley.edu.
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Raluca Ada Popa. Assistant Professor 729 Soda Hall; [email protected] Research Interests: Operating Systems & Networking (OSNT); Security (SEC) Education: 2014, Doctor of Philosophy, Computer Science, Massachusetts Institute of Technology; 2010, Masters of Engineering, Computer Science, Massachusetts Institute of Technology; 2009, Bachelor's degree, Computer Science and …
