← Authors

Fang Han

12 papers · 2012–2015 · 4 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (4) πŸ—ΊοΈ Taxonomy Completionist (23) 🐝 Cross-Pollinator (11) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🀝 Dynamic Duo (12) πŸ’Ž Century Club (12) πŸš€ Conference Pioneer πŸ“ˆ Trend Setter ⚑ Prolific Year (5) πŸ—ƒοΈ Keyword Collector (71)

Conferences

NIPS (5) ICML (3) AISTATS (2) JMLR (2)

Top co-authors

Han Liu (12) Huitong Qiu (2) Brian Caffo (2) Zhaoran Wang (1) Juemin Yang (1) Cun-hui Zhang (1) Sheng Xu (1) Huanran Lu (1) Rafael Irizarry (1) Tuo Zhao (1)

Research topics

Statistics (5) Probability (1)

Keywords

principal component analysis (4) semiparametric model (3) eigenvector estimation (3) robust estimation (3) high dimensional statistics (3) feature selection (2) high-dimensional statistics (2) heavy-tailed distribution (2) vector autoregression (2) elliptical distribution (2) transelliptical distribution (2) robust statistics (2) copula component analysis (2) dimensionality reduction (2) covariance matrix (1) sparse principal component analysis (1) granger causality (1) robust optimization (1) covariance estimation (1) linear programming (1)

Papers

Robust Portfolio Optimization NIPS 2015
A Direct Estimation of High Dimensional Stationary Vector Autoregressions JMLR 2015
Robust Estimation of Transition Matrices in High Dimensional Heavy-tailed Vector Autoregressive Processes ICML 2015
Context Aware Group Nearest Shrunken Centroids in Large-Scale Genomic Studies AISTATS 2014
Robust Sparse Principal Component Regression under the High Dimensional Elliptical Model NIPS 2013
Sparse Principal Component Analysis for High Dimensional Multivariate Time Series AISTATS 2013
Principal Component Analysis on non-Gaussian Dependent Data ICML 2013
Transition Matrix Estimation in High Dimensional Time Series ICML 2013
CODA: High Dimensional Copula Discriminant Analysis JMLR 2013
Semiparametric Principal Component Analysis NIPS 2012
Transelliptical Component Analysis NIPS 2012
Transelliptical Graphical Models NIPS 2012