BEGIN:VCALENDAR VERSION:2.0 PRODID:-//132.216.98.100//NONSGML kigkonsult.se iCalcreator 2.20.4// BEGIN:VEVENT UID:20251121T020920EST-8371D31DhV@132.216.98.100 DTSTAMP:20251121T070920Z DESCRIPTION:Title: Algorithms for Deterministically Constrained Stochastic  Optimization.\n\nAbstract: I will present the recent work by my research g roup on the design\, analysis\, and implementation of algorithms for solvi ng nonlinear optimization problems that involve a stochastic objective fun ction and deterministic constraints.  The talk will focus on our sequentia l quadratic optimization (commonly known as SQP) methods for cases when th e constraints are defined by nonlinear systems of equations\, which arise in various applications including optimal control\, PDE-constrained optimi zation\, and network optimization problems.  One might also consider our t echniques for training machine learning (e.g.\, deep learning) models with  constraints.  I will also discuss the various extensions that my group is exploring along with other related open questions.\n\n \n\nTo register co ntact : appliedseminars [at] math.mcgill.ca\n\n \n\nWeb site : https://dms .umontreal.ca/~mathapp/\n DTSTART:20211101T200000Z DTEND:20211101T210000Z SUMMARY:Frank E. Curtis (Lehigh University) URL:/mathstat/channels/event/frank-e-curtis-lehigh-uni versity-334510 END:VEVENT END:VCALENDAR