[Todos CMAT] CIMPA-ICTP Math Courses 2023 - From Monday 15 May to Thursday 18 May at 10:00 (Fernando)/hybrid seminar
roma
roma en fing.edu.uy
Jue Mayo 11 09:30:58 -03 2023
RECIBO Y REENVÍO. RM
CIMPA/ICTP MATH COURSES 2023
Hybrid Course on:
Introduction to Nonlinear Filtering Theory toward Particle Filtering
This is a recurring zoom meeting, therefore please register just once
for all 4 sessions:
https://zoom.us/meeting/register/tJcldOuppjIpGNNliClqvaXYFEJG7p2397Q1
Timetable
Monday, 15 May, 10:00-12:00
Tuesday, 16 May, 10:00-12:00
Wednesday, 17 May, 10:00-12:00
Thursday, 18 May, 10:00-12:00
Venue (for in-person participants): Stasi Lecture Hall (Leonardo da
Vinci Building, first floor)
Speaker: Bandhisattambige Pani Wishvamithra FERNANDO (University of
Sri Jayewardenepura)
Title: Introduction to Nonlinear Filtering Theory toward Particle Filtering
Abstract: Nonlinear filtering is one of the main approaches to tackle
many problems involving with fields such as financial mathematics,
engineering sciences, fluid dynamics, physics, etc. Unfortunately, it
is impossible to obtain analytical solutions for most of the
stochastic nonlinear filtering models associated with the practical
problems arising in the abovementioned fields, excepting a small
number of simple cases. Particle filtering plays an important role to
solve such stochastic nonlinear filtering models numerically.
In this short course, we are going to provide an introductory
knowledge on nonlinear filtering theory and associated particle
filtering approach. First, we will define the nonlinear filtering
problem and then, step by step, we will discuss the necessary tools
(such as conditional expectation, Bayes formula, normalized and
unnormalized conditional measures, Novikov’s condition, Girsanov
transformation, Kallianpur-Striebel formula, etc.) to derive the
measure-valued filtering equations known as Zakai equation and FKK
equation. Then we will discuss a couple of particle filtering
algorithms such as Monte-Carlo method, branching particle method, etc.
Please note: The CIMPA/ICTP Courses will be recorded and broadcasted.
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