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math.ST2015★ 68 cited
A Smooth and Locally Sparse Estimator for Functional Linear Regression via Functional SCAD Penalty
Zhenhua Lin, Jiguo Cao, Liangliang Wang +1
In this paper, we propose a new regularization technique called "functional SCAD". We then combine this technique with the smoothing spline method to develop a smooth and locally s…
stat.ML2015
High-Dimensional Classification for Brain Decoding
Nicole Croteau, Farouk S. Nathoo, Jiguo Cao +1
Brain decoding involves the determination of a subject's cognitive state or an associated stimulus from functional neuroimaging data measuring brain activity. In this setting the c…