Abstract: The dual control problem, first introduced by Feldbaum in the 1960s, is recognized as encapsulating the "exploration versus exploitation" dilemma, central to online learning and control.

Abstract: Independent component analysis (ICA) is widely applied in remote sensing signal processing. Among various ICA algorithms, the modified semidefinite programming (MSDP) algorithm stands out.