报告题目 (Title):New gradient method with quasi-Newton property and BFGS type update (带拟牛顿性质和BFGS型更新的新梯度方法)
报告人 (Speaker):孙聪 教授(北京邮电大学)
报告时间 (Time):2025年5月17日 (周六) 15:00
报告地点 (Place):校本部GJ303
邀请人(Inviter):徐姿 教授
报告摘要: A new stepsize for gradient method is proposed, from the perspective of quasi-Newton property. The BFGS type stepsize update strategy is proposed through quasi-Newton update formula. The global convergence of the proposed gradient method is proved, with the combination of GLL nonmonotone linesearch. The convergence rate is also analyzed. In numerical experiments, the proposed gradient method outperforms the benchmark gradient and conjugate gradient methods in terms of computational cost.