Lei Shi

Concentration estimates for learning with<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si1.gif" overflow="scroll"><mml:msup><mml:mi>ℓ</mml:mi><mml:mn>1</mml:mn></mml:msup></mml:math>-regularizer and data dependent hypothesis spaces

Lei Shi, Yunlong Feng, Ding‐Xuan Zhou · Applied and Computational Harmonic Analysis · 2011 · 133 citations

Learning with the maximum correntropy criterion induced losses for regression

Yunlong Feng, Xiaolin Huang, Lei Shi et al. · Journal of Machine Learning Research · 2015 · 113 citations

Engineering, Machine Learning, Data Science +12

Ramp loss linear programming support vector machine

Xiaolin Huang, Lei Shi, Johan A. K. Suykens · Journal of Machine Learning Research · 2014 · 70 citations

Mathematical Programming, Engineering, Machine Learning +16

Learning theory estimates for coefficient-based regularized regression

Lei Shi · Applied and Computational Harmonic Analysis · 2012 · 53 citations

High-dimensional Method, Statistical Inference, Statistical Learning Theory +3

Two-level ℓ1 minimization for compressed sensing

Xiaolin Huang, Yipeng Liu, Lei Shi et al. · Signal Processing · 2014 · 52 citations

Sparse Representation, Engineering, Compressive Sensing +4