Equivalence between LC-CRF and HMM, and Discriminative Computing of HMM-Based MPM and MAP

Equivalence between LC-CRF and HMM, and Discriminative Computing of HMM-Based MPM and MAP

Practitioners have used hidden Markov models (HMMs) in different problems for about sixty years. Moreover, conditional random fields (CRFs) are an alternative to HMMs and appear in the literature as different and somewhat concurrent models. We propose two contributions: First, we show that the basic...

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Bibliographic Details
Main Authors: Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:Algorithms
Subjects:
hidden Markov model
linear chain conditional random field
Bayesian classifier
discriminative classifier
generative classifier
maximum posterior mode
Online Access:https://www.mdpi.com/1999-4893/16/3/173

Internet

https://www.mdpi.com/1999-4893/16/3/173

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