CAMBIO DATA: mercoledì 4 giugno (e non più 3 giugno)
per i seguenti due seminari presso il Dipartimento di Scienze Economiche e
Aziendali (aula E, piano terra) dell'Università di Pavia.
*ore 13:30 *Hakima Bessaih (Florida International University)
*titolo*: Dynamical systems with noisy data
*abstract*: Reconstructing the state of a dynamical system from noisy
observations is particularly challenging when the initial conditions are
unknown. This talk focuses on synchronization-based and feedback control
methods for data assimilation, which dynamically align model trajectories
with observed data. Techniques such as nudging, observer-based schemes, and
coupling strategies will be discussed, highlighting how they correct for
uncertainty and stabilize the system in real time. Applications include
chaotic systems and models governed by stochastic dynamics.
*ore 14:30: *Sam Power (University of Bristol)
*titolo*: Gradient Flow Methods for Statistical Computation - Trends and
Trajectories
*abstract*: When conducting statistical estimation and inference, it is
relatively commonplace that the dominant computational burden takes the
form of an optimisation task. This has long been recognised for tasks of
parameter estimation, though there is an increasing recognition that other
tasks of interest can be fruitfully interpreted as optimisation tasks over
a space of probability measures, or even over some 'hybrid' space involving
both parameters and measures.
In this talk, I will survey some trends in this area, focusing on how this
high-level perspective finds use in both analysis of popular existing
algorithms and synthesis of novel algorithms. I will also highlight
opportunities for future contributions in this fast-growing area.
Tutti gli interessati sono invitati a partecipare.