On the Conditions of Sparse Parameter Estimation via Log-Sum Penalty Regularization

Zheng Pan, Guangdong Hou, Changshui Zhang

For high-dimensional sparse parameter estimation problems, Log-Sum Penalty (LSP) regularization effectively reduces the sampling sizes in practice. However, it still lacks theoreti…