Integrating Transformations in Probabilistic Circuits

no code implementations • 6 Oct 2023 • Tom Schierenbeck, Vladimir Vutov, Thorsten Dickhaus, Michael Beetz

This study addresses the predictive limitation of probabilistic circuits and introduces transformations as a remedy to overcome it.

Supervised topological data analysis for MALDI mass spectrometry imaging applications

no code implementations • 27 Feb 2023 • Gideon Klaila, Vladimir Vutov, Anastasios Stefanou

Results: We propose a new algebraic topological framework, which obtains intrinsic information from MALDI data and transforms it to reflect topological persistence.

Denoising Topological Data Analysis