{"title":"Research on the Classification Algorithm of Chinese Language and Literature System Based on Artificial Intelligence Technology","authors":"Maysigul Husiyin, Asat Akhat, Imirhamza Habibulla, Subhinur Mijit","doi":"10.1145/3582084.3582087","DOIUrl":"https://doi.org/10.1145/3582084.3582087","url":null,"abstract":"As a traditional discipline, the classification of books is an important and tedious task, and with the increasing number of books, it is difficult to rely solely on librarians to classify and proofread the huge number of books, especially for students to find books related to Chinese language and literature. Therefore, in order to promote the realization of automatic classification of Chinese language and literature books and to make the practical requirements of universities satisfied, this paper improves the traditional feature selection algorithm based on artificial intelligence technology, proposes a new kind of feature selection algorithm based on category differentiation, and designs and verifies the automatic text classification system. The results show that this feature selection algorithm has higher classification accuracy and is feasible and effective compared with the traditional feature selection algorithm.","PeriodicalId":177325,"journal":{"name":"Proceedings of the 2022 4th International Conference on Software Engineering and Development","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125020727","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Heart Sound Detection Based on Bidirectional Multilayer Recurrent Convolutional Neural Network","authors":"Jin Gong, B. Srisura","doi":"10.1145/3582084.3582092","DOIUrl":"https://doi.org/10.1145/3582084.3582092","url":null,"abstract":"This research proposes an abnormal heart sound classification algorithm based on an improved Bidirectional Multilayer Recurrent Convolutional Neural Network (BMRCNN). Through the convolutional layer and recurrent layer of BMRCNN, more effective heart sound features are extracted from the image and timing features. This study was inspired by CRNN and modified the original network structure. Compared with previous studies, it improves accuracy and reduces misdiagnosis. Using the PhysioNet2016 dataset as the experimental object, the problem of imbalance between positive and negative samples is solved through data preprocessing. This research first uses framing technology and Butterworth filter as the preprocessing method for extracting Mel Frequency Cepstral Coefficient (MFCC) features, and then trains the neural network with the second-order differential MFCC feature data to classify abnormal heart sounds, and finally uses Neural Network Intelligence (NNI) ultrasonography. The parameter search framework optimizes model hyperparameters. Experimental results show that the trained model can successfully classify abnormal heart sounds, and the best accuracy rate reaches 99.35%.","PeriodicalId":177325,"journal":{"name":"Proceedings of the 2022 4th International Conference on Software Engineering and Development","volume":"69 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127627366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Visual Analysis of Su Shi Literature Database in Programming with R Language and Ucinet and Citespace Software","authors":"Shu Liu","doi":"10.1145/3582084.3582093","DOIUrl":"https://doi.org/10.1145/3582084.3582093","url":null,"abstract":"To explore the thematic distribution of the study of Su Shi in China, and reveal the current status and hotspots of this field to some extent, and provide directions for further in-depth studies of Su Shi. Using R language programming techniques and computer software such as Ucinet and Citespace, to conduct co-word analysis and cluster analysis of the literature on the subject of Su Shi included in the database of Chinese Social Sciences Citation Index from 1980 to 2022. The study shows that the scholarly community has mainly focused on the subjects of Su Shi's calligraphy, poetry, Ci, literature, and acceptance.","PeriodicalId":177325,"journal":{"name":"Proceedings of the 2022 4th International Conference on Software Engineering and Development","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127971084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Proceedings of the 2022 4th International Conference on Software Engineering and Development","authors":"","doi":"10.1145/3582084","DOIUrl":"https://doi.org/10.1145/3582084","url":null,"abstract":"","PeriodicalId":177325,"journal":{"name":"Proceedings of the 2022 4th International Conference on Software Engineering and Development","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122430924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}