Lasso is convex and fast but biased; SCAD and MCP reduce bias but are non-convex and slower, so method choice depends on context.
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A Short Note of Comparison between Convex and Non-convex Penalized Likelihood
Lasso is convex and fast but biased; SCAD and MCP reduce bias but are non-convex and slower, so method choice depends on context.