Search Results for author: Abhinav Singh

Found 4 papers, 1 papers with code

A reaction network scheme which implements inference and learning for Hidden Markov Models

no code implementations22 Jun 2019 Abhinav Singh, Carsten Wiuf, Abhishek Behera, Manoj Gopalkrishnan

With a view towards molecular communication systems and molecular multi-agent systems, we propose the Chemical Baum-Welch Algorithm, a novel reaction network scheme that learns parameters for Hidden Markov Models (HMMs).

Spectral estimation for detecting low-dimensional structure in networks using arbitrary null models

2 code implementations15 Jan 2019 Mark D. Humphries, Javier A. Caballero, Mat Evans, Silvia Maggi, Abhinav Singh

Discovering low-dimensional structure in real-world networks requires a suitable null model that defines the absence of meaningful structure.

Social and Information Networks Physics and Society

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