Search Results for author: Sathish Ande

Found 3 papers, 0 papers with code

Correlation in Neuronal Calcium Spiking: Quantification based on Empirical Mutual Information Rate

no code implementations7 May 2021 Sathish Ande, Srinivas Avasarala, Ajith Karunarathne, Lopamudra Giri, Soumya Jana

Such mutual information rate analysis could be used to identify signatures of neuronal behavior in large populations in normal and abnormal conditions.

Heterogeneity in Neuronal Calcium Spike Trains based on Empirical Distance

no code implementations13 Mar 2021 Sathish Ande, Jayanth R Regatti, Neha Pandey, Ajith Karunarathne, Lopamudra Giri, Soumya Jana

In response, we propose Hellinger distance measure based on empirical probabilities, which we show to be as accurate as existing techniques, yet faster to converge for synthetic as well as experimental spike trains.

Clustering

Information Content in Neuronal Calcium Spike Trains: Entropy Rate Estimation based on Empirical Probabilities

no code implementations1 Feb 2021 Sathish Ande, Srinivas Avasarala, Jayanth R Regatti, Neha Pandey, Sarpras Swain, Ajith Karunarathne, Lopamudra Giri, Soumya Jana

Significantly, our technique detected structural heterogeneity in the underlying process memory in the responses of the aforementioned neurons.

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