Affiliation:
1. 1 Zhanjiang Preschool Education College , Zhanjiang , Guangdong , , China .
Abstract
Abstract
This paper first analyzes the emotional features of English and American literary works by combining semiotics of interactivity, language class emotional context and thinking operation model. Then, a B-Feature-BP text emotion feature construction model is constructed on the basis of the BRET model combined with the BP neural network, and the emotion features of English and American literary works are constructed by combining semiotics and the thought operation model. Then, based on the multi-task learning method in deep learning, a multi-task MT-GSU model is proposed to classify and recognize the emotional features of constructed text. Finally, the performance of constructing, classifying and recognizing the emotional features of English and American literary works in this paper is analyzed so as to analyze the emotional features of English and American literary works. The results show that the performance of the constructed emotional features is all greater than 0.8, and the emotional features of the characters, the environment, and the whole of the English and American literary works are above 0.87, and the classification time is between [0.338,0.721]s. The intensity of tendency of the characteristics of the emotions of the works of English and American literature is [0.68,0.78], the intensity of stability is [0.6,0.74], the intensity of profundity is [0.71,0.79], and the intensity of efficacy is [0.72,0.82]. This study has a positive impact on the appreciation and translation of English and American literary works.
Subject
Applied Mathematics,Engineering (miscellaneous),Modeling and Simulation,General Computer Science
Reference25 articles.
1. Huang, M. (2016). Study on the computer multimedia application in exploration of british and american literature teaching. RISTI - Revista Iberica de Sistemas e Tecnologias de Informacao, 2016, 396-405.
2. Liu, H., & Jiang, Y. (2017). Study on the multimodal teaching exploration of english and american literature course based on the internet plus background. Boletin Tecnico/Technical Bulletin, 55(19), 110-116.
3. Jian, C. (2023). Van gogh and british literature: the influence of felix holt on his mind and art. Literary Imagination(1), 1.
4. Joanne, R. (2018). Metaphors, mamma, and meatballs: personal storytelling in the criticism of italian american literature. Melus, 43(1), 134-158.
5. Gan, YanJi, YingruiJiang, ShuoLiu, XinxiongFeng, ZhipengLi, YaoLiu, Yuan. (2021). Integrating aesthetic and emotional preferences in social robot design: an affective design approach with kansei engineering and deep convolutional generative adversarial network. International Journal of Industrial Ergonomics, 83(1).