Topological Methods in Data Analysis
Workshop
Gdańsk University of Technology, June 13–14, 2024
https://www.pawelpilarczyk.com/tmda2024/
Aims and Scope
The workshop on Topological Methods in Data Analysis
aims to bring together researchers and students
interested in exploring and discussing recent advances,
challenges and applications of topological methods
in the analysis of complex data.
In addition to showing recent achievements and discussing future research perspectives,
the workshop is expected to establish and tighten academic collaboration
on topics of common interest of its participants.
Organizing Committee
Paweł Pilarczyk, Grzegorz Graff
Location
All the talks and discussions will take place
at Gdańsk University of Technology
in Building B, room 501 (5th floor).
Schedule
Day One, Thursday, June 13, 2024
9:00 – Opening
9:15–9:45 – Marta Marszewska: Topological methods
in feature extraction and classification of dynamical systems
and time series analysis
9:45–10:15 – Justyna Signerska-Rynkowska:
Topological analysis of conjugacy of dynamical systems based on time series
10:15–11:00 – Coffee break
11:00–11:30 – Maciej Torhan:
Breathing pattern detection using persistent homology
11:30–12:00 – Adrian Stolarek, Wojciech Jaworek:
Topological data analysis combined with convolutional neural networks
for image recognition
12:00–12:30 – Michał Palczewski:
Inducing a map on homology from a correspondence.
A generalization to persistent homology
13:00–14:00 – Lunch
Day Two, Friday, June 14, 2024
11:00–11:30 – Tomasz Kaczynski: Multifiltrations
and combinatorial vector fields
11:30–12:30 – Discussion in a smaller group: Applications of topolgical methods
to the analysis of biomedical time series data
13:00–14:00 – Lunch
14:00–15:00 – Discussion in a smaller group:
Detection of geometric and topological structures
in point cloud data using multifiltrations of vector fields
19:00 – Conference dinner