Fig. 2
From: Linked read technology for assembling large complex and polyploid genomes
Illustration of machine learning methodology. A gene sequence is converted to a state sequence that forms a Markov chain; the Markov chain is encoded using a Probabilistic Finite State Automation (PFSA); the transition matrix of the PFSA is used as an input to the deep convolutional neutral network (CNN) for classifying the gene sequence