Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Sitting at the intersection beten statistics and machine learning, Dynamic Bayesian Networks have been applied with much success in many domains, such as speech recognition, vision, and computational biology. While Natural Language Processing increasingly relies on statistical methods,  think they have yet to use Graphical Models to their full potential. ,  report on experiments in learning edit distance costs using Dynamic Bayesian Networks and present results on a pronunciation classification task. By exploiting the ability within the DBN framework to rapidly explore a large model space,  obtain a 40% reduction in error rate compared to a previous transducer-based method of learning edit distance.
['Karim Filali', 'Jeff A. Bilmes']
I am writing a research paper on a idea A Dynamic Bayesian Framework to Model Context and Memory in Edit Distance Learning: An Application to Pronunciation Classification
[{"from": "human", "value": "I am writing a research paper on a idea A Dynamic Bayesian Framework to Model Context and Memory in Edit Distance Learning: An Application to Pronunciation Classification"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Sitting at the intersection beten statistics and machine learning, Dynamic Bayesian Networks have been applied with much success in many domains, such as speech recognition, vision, and computational biology. While Natural Language Processing increasingly relies on statistical methods,  think they have yet to use Graphical Models to their full potential. ,  report on experiments in learning edit distance costs using Dynamic Bayesian Networks and present results on a pronunciation classification task. By exploiting the ability within the DBN framework to rapidly explore a large model space,  obtain a 40% reduction in error rate compared to a previous transducer-based method of learning edit distance."}]