[Dottorcomp] Seminari di Matematica Applicata. Martedì 20 aprile, Davide Duma

[Stefano Lisini]

Seminari di Matematica Applicata, Dipartimento di Matematica "F.
Casorati" e Istituto del CNR IMATI "E. Magenes" di Pavia,

Martedì 20 aprile 2021, alle ore 15 precise, il Dott. Davide Duma
(Università di Pavia) terrà un seminario dal titolo:

Online optimization methods applied to the management of health services.

Il seminario si terrà su Zoom al link:
https://us02web.zoom.us/j/87518137128?pwd=eHg2eG9QZUdydFJEU1NESWN5a1lPQT09

Abstract.
The use of Operations Research in health care delivery has developed
considerably over the years. Many decision problems regarding the
management of health services deal with unpredictable demand, events
or variables, which make them more challenging. We can address such an
issue with Online Optimization, which is characterized by the
development of algorithms whose decisions are based only on partial
information that becomes available over time. Online optimization
takes into account the partial information obtained from the past and
exploits the concept of lookahead, that is a limited overseen amount
of future input data: such information can be derived by the knowledge
of the Clinical Pathway (CP) or through predictive approaches. In this
talk, we propose Online Optimization approaches for problems arising
in two different CPs: the real-time management of the operating rooms
(in the context of a well-structured process) and the dynamic resource
allocation at the Emergency Department (which deals with a so-called
spaghetti-process). While algorithms can exploit the solid knowledge
of the CP for the former, a predictive model based on process mining
is proposed for the latter in order to compensate for the lack of
information about the possible patient path evolution.
---------------------

Pagina web dei Seminari di Matematica Applicata
https://matematica.unipv.it/ricerca/cicli-di-seminari/seminari-di-matematica-applicata/