Soft quasi-Newton: Guaranteed positive definiteness by relaxing the secant constraint

Erik Berglund, Jiaojiao Zhang, Mikael Johansson

We propose a novel algorithm, termed soft quasi-Newton (soft QN), for optimization in the presence of bounded noise. Traditional quasi-Newton algorithms are vulnerable to such pert…