1 code implementation • 6 Sep 2021 • Jonathan Bac, Evgeny M. Mirkes, Alexander N. Gorban, Ivan Tyukin, Andrei Zinovyev
Dealing with uncertainty in applications of machine learning to real-life data critically depends on the knowledge of intrinsic dimensionality (ID).
no code implementations • 3 May 2014 • Sergei Gepshtein, Ivan Tyukin
Sensory systems use limited resources to mediate the perception of a great variety of objects and events.
no code implementations • 1 Jul 2010 • Sergei Gepshtein, Ivan Tyukin
Then we explain the relationship between this approach and the one commonly used in modeling "higher level" aspects of sensory systems, such as in visual cue integration, where assumptions are made about properties of stimulation.