no code implementations • 6 Jan 2022 • Peter Xenopoulos, Gromit Chan, Harish Doraiswamy, Luis Gustavo Nonato, Brian Barr, Claudio Silva
Furthermore, due to the stochastic nature of some explainability methods, it is possible for different runs of a method to produce contradictory explanations for a given observation.
no code implementations • 2 Nov 2020 • Peter Xenopoulos, Harish Doraiswamy, Claudio Silva
Esports, despite its expanding interest, lacks fundamental sports analytics resources such as accessible data or proven and reproducible analytical frameworks.
no code implementations • NeurIPS Workshop TDA_and_Beyond 2020 • Harish Doraiswamy, Julien Tierny, Paulo J.S. Silva, Luis Gustavo Nonato, Cláudio Silva
This note presents TopoMap, a novel dimensionality reduction technique which provides topological guarantees during the mapping process.
no code implementations • 3 Sep 2020 • Harish Doraiswamy, Julien Tierny, Paulo J. S. Silva, Luis Gustavo Nonato, Claudio Silva
With very few exceptions, projection techniques are designed to map data from a high-dimensional space to a visual space so as to preserve some dissimilarity (similarity) measure, such as the Euclidean distance for example.