Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this study  address the problem of training a neural network for language identification using speech samples in the form of i-vectors. Our approach involves training a classifier and analyzing the obtained confusion matrix.  cluster the languages by simultaneously clustering the columns and the rows of the confusion matrix. The language clusters are then used to define a modified cost function for training a neural-network that focuses on distinguishing beten the true language and languages within the same cluster. The results show enhanced language identification on the NIST 2015 language identification dataset.
['Alan Joseph Bekker', 'Irit Opher', 'Itsik Lapidot', 'Jacob Goldberger']
I am writing a research paper on a idea Intra-cluster training strategy for deep learning with applications to language identification
[{"from": "human", "value": "I am writing a research paper on a idea Intra-cluster training strategy for deep learning with applications to language identification"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this study  address the problem of training a neural network for language identification using speech samples in the form of i-vectors. Our approach involves training a classifier and analyzing the obtained confusion matrix.  cluster the languages by simultaneously clustering the columns and the rows of the confusion matrix. The language clusters are then used to define a modified cost function for training a neural-network that focuses on distinguishing beten the true language and languages within the same cluster. The results show enhanced language identification on the NIST 2015 language identification dataset."}]