Nickolay T. Trendafilov

A Modified Principal Component Technique Based on the LASSO

Ian T. Jolliffe, Nickolay T. Trendafilov, Mudassir Uddin · Journal of Computational and Graphical Statistics · 2003 · 799 citations

Engineering, Feature Selection, Data Science +17

In search of simple structures in climate: simplifying EOFs

Abdel Hannachi, Ian T. Jolliffe, D. B. Stephenson et al. · International Journal of Climatology · 2005 · 86 citations

The Orthogonally Constrained Regression Revisited

Moody T. Chu, Nickolay T. Trendafilov · Journal of Computational and Graphical Statistics · 2001 · 55 citations

Mathematical Programming, Numerical Analysis, Engineering +18

Projected gradient approach to the numerical solution of the SCoTLASS

Nickolay T. Trendafilov, Ian T. Jolliffe · Computational Statistics & Data Analysis · 2004 · 53 citations

Mathematical Programming, Numerical Analysis, Numerical Computation +8

DALASS: Variable selection in discriminant analysis via the LASSO

Nickolay T. Trendafilov, Ian T. Jolliffe · Computational Statistics & Data Analysis · 2007 · 51 citations

Engineering, Machine Learning, Data Science +5