A Study of English Translation Theory Based on Multivariate Statistical Analysis of Random Matrix

Yongfang Li, Ning Cao
2022 Mathematical Problems in Engineering  
With the continuous advancement of artificial intelligence in natural language processing technology, machine translation based on machine learning technology has been fully transformed from traditional machine translation methods to neural network machine translation methods. In particular, the tremendous development of large families has made data-driven a reality. With deep learning as the research and design background, the neural network structure of random matrix multivariate statistical
more » ... nalysis is designed according to the language characteristics of English. The model was tested on a Chinese-English panning model, and the optimal model fused with a Bleu value of 39.53. The model results were applied to a real system to achieve language detection, multidirectional language translation, and manual correction of results to be able to learn long dependencies and overcome the limitations of recurrent neural networks to translate long sentences more fluently.
doi:10.1155/2022/3077453 fatcat:toaejf3kxnfglfstjwvmo6nkbi