Artificial neural networks in action for an automated cell-type classification of biological neural networks

no code implementations • 22 Nov 2019 • Eirini Troullinou, Grigorios Tsagkatakis, Spyridon Chavlis, Gergely Turi, Wen-Ke Li, Attila Losonczy, Panagiotis Tsakalides, Panayiota Poirazi

In this work we establish the first, automated cell-type classification method that relies on neuronal activity rather than molecular or cellular features.

Classification General Classification

Adversarial dictionary learning for a robust analysis and modelling of spontaneous neuronal activity

no code implementations • 5 Nov 2019 • Eirini Troullinou, Grigorios Tsagkatakis, Ganna Palagina, Maria Papadopouli, Stelios Manolis Smirnakis, Panagiotis Tsakalides

The field of neuroscience is experiencing rapid growth in the complexity and quantity of the recorded neural activity allowing us unprecedented access to its dynamics in different brain areas.

Dictionary Learning Dimensionality Reduction