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basic question about CmuSphinx Model of recognition

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le brech
2016-06-02
2016-06-02
  • le brech

    le brech - 2016-06-02

    Hello!!
    I have a basic question about he model of recognition of Cmu Sphinx.
    When I read the tutorial "Basic Concept of Speech" it is written that the model of recognition is based on Hidden Markov Model.
    But then I read a text "Grapheme to Phoneme Tools based on sequence-to-sequence learning" where it seems that the model used is based on neural networks.
    What kind of model is finally used in CMU Sphinx (excuse for my basic question) ??
    Could someone explain me ? Has CmuSphinx something to do with Machine Learning?

    Thanks in advance for any answer

     
    • Nickolay V. Shmyrev

      What kind of model is finally used in CMU Sphinx (excuse for my basic question) ??

      cmusphinx used hidden markov models. g2p-seq2seq is an experimental submodule only.

      Has CmuSphinx something to do with Machine Learning?

      cmusphinx is all about machine learning. The goal is to teach machine to recognize speech.

       
  • le brech

    le brech - 2016-06-02

    Thanks Nickolay V. Shmyrev
    On Wikipedia I read the different approaches of machine learning :
    decision tree learning, association rule learning, neural networks, deep learning, inductive logic programming, support vector machines, clustering, bayesian networks, reinforcement learning, representation learnng, etc...
    cf https://en.wikipedia.org/wiki/Machine_learning#Decision_tree_learning

    What kind of approach (as specified i Wikipedia) is Hidden Markov Model belonging to ??

    Thanks

     
    • Nickolay V. Shmyrev

      Hidden markov model sequence modeling is one of the core machine learning algorithms, but it is not listed on the page you cited. It is listed on the extended version though:

      https://en.wikipedia.org/wiki/List_of_machine_learning_concepts

       

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