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This paper discusses a special kind of convex constrained optimizationproblem, whose constraints consist of box inequalities and linear equalities.For this problem, in addition to general optimization algorithms such as exactpenalty algorithm and interior point algorithm, there is a simple iterativealgorithm that is simple to implement, which is favored by machine learningpractitioners.

A short note on solving box inequality and linear equality constrained optimization problem