汇报标题 (Title):Frontiers in Data Science and Stochastic Dynamics (数据科学与随机动力系统的交叉钻研前沿问题)
汇报人 (Speaker):段金桥 教授(大湾区大学)
汇报功夫 (Time):2023年12月7日(周四) 19:00
汇报地址 (Place):腾讯会议(138-665-033)
约请人(Inviter):李常品、蔡敏
主办部门:理学院数学系
汇报提要:Data Science and Stochastic Dynamics have been hand in hand from the time of Kalman filtering or data assimilation. The speaker will present an overview about recent advances in this disciplinary topic about Data Science and Stochastic Dynamics, including historical background, scientific motivation, current challenges, especially, (1) How to integrate principle-based modeling and data-driven modeling? (2) How to investigate stochastic dynamics from data with help of machine learning? (3) How to analyze machine learning algorithms using tools from stochastic dynamical systems theory?