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07/01/2021
Normalizing Flow based Hidden Markov Models for Classification of Speech Phones with Explainability
In pursuit of explainability, we develop generative models for sequentia...
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02/15/2021
Robust Classification using Hidden Markov Models and Mixtures of Normalizing Flows
We test the robustness of a maximum-likelihood (ML) based classifier whe...
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10/30/2019
Hidden Markov Models for sepsis detection in preterm infants
We explore the use of traditional and contemporary hidden Markov models ...
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10/13/2019
Powering Hidden Markov Model by Neural Network based Generative Models
Hidden Markov model (HMM) has been successfully used for sequential data...
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11/17/2017