2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)最新文献

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Review and analysis of data mining in the field of education in China-Scientific metrological analysis based on CNKI (2010-2020) 中国教育领域数据挖掘综述与分析——基于CNKI的科学计量分析(2010-2020)
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00042
Li Wang, Feifei Ru, Nannan Zhao, Qian Zhang, Jingwen Ren
{"title":"Review and analysis of data mining in the field of education in China-Scientific metrological analysis based on CNKI (2010-2020)","authors":"Li Wang, Feifei Ru, Nannan Zhao, Qian Zhang, Jingwen Ren","doi":"10.1109/ICDSBA53075.2021.00042","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00042","url":null,"abstract":"As the specific application of data mining in the field of education, educational data mining and learning analysis can better promote the development of education in China by studying the hot spots and existing problems in the field of education. In order to comprehensively analyze the research and development status of data mining in the field of education, this paper takes the relevant research papers in THE CNKI database from 2010 to 2020 as the data source, and applies the method of scientometrics to carry out the research from three dimensions: author, key words, region and institution. The research shows that learning analysis, data mining and big data have always been the research hotspots in the field of education, and the research scale and maturity are gradually increasing. At the same time, the research of educational data mining and learning analysis has a tendency to focus on practical application instead of theory. In addition, this paper also analyzes the algorithms in the research paper, and introduces the practical application of the algorithms in the field of education. Based on the analysis in this paper, algorithm is also a hot research topic in the future, the innovation of teaching reform and the improvement of teaching quality are always the goal of struggle.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131779125","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}
引用次数: 2
Design and Implementation of Distributed Cloud Monitoring Big Data Storage Based on Zabbix 基于Zabbix的分布式云监控大数据存储设计与实现
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00035
Chengming Jin, Zhenxian Yao, Jin Tao, Shiqi Shao
{"title":"Design and Implementation of Distributed Cloud Monitoring Big Data Storage Based on Zabbix","authors":"Chengming Jin, Zhenxian Yao, Jin Tao, Shiqi Shao","doi":"10.1109/ICDSBA53075.2021.00035","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00035","url":null,"abstract":"With the rapid development of information technology, cloud monitoring has become a new form of service provided by cloud service providers for consumers. The cloud monitoring technology can not only show the content that users are interested in to consumers in the form of strong readability, but also directly warn them in the case of abnormal. Therefore, on the basis of understanding the advantages of Zabbix technology, this paper studies the platform design of distributed cloud monitoring and the key technologies of big data storage, and carries out experimental verification and analysis on them.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127837392","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}
引用次数: 0
Study on the Connection Between the Specialty Setting of Private Colleges and Regional Economy -- A Case Study of a College in Guangdong Province 民办高校专业设置与区域经济的关系研究——以广东省某高校为例
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00117
Yan Wang
{"title":"Study on the Connection Between the Specialty Setting of Private Colleges and Regional Economy -- A Case Study of a College in Guangdong Province","authors":"Yan Wang","doi":"10.1109/ICDSBA53075.2021.00117","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00117","url":null,"abstract":"Private higher education is a very important part of higher education. Taking a college in Guangdong province as an example, this paper analyzes the problems existing in the connection between private undergraduate colleges and regional social and economic development: weak service consciousness, weak foundation for running schools, limited funds, lag in specialty setting and many other factors. The specialty setting and layout of a college in Guangdong are not forward-looking, and it does not fully consider the development of strategic emerging industries in Dongguan, and lacks important human resources support, thus affecting the realization of the local economic development strategy.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115505584","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}
引用次数: 0
Green Bond Financing Development Research in China 中国绿色债券融资发展研究
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00095
Yajie Zhu, Yali Wu
{"title":"Green Bond Financing Development Research in China","authors":"Yajie Zhu, Yali Wu","doi":"10.1109/ICDSBA53075.2021.00095","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00095","url":null,"abstract":"In order to promote economic development, China has paid a high environmental price. Although this measure has led to economic development, it has caused irreparable damage to the environment. Green and sustainable development has become the theme of the development of today's times. as an important force in green finance, green bonds are based on environmental protection and sustainable economic and social development. it is an important link to promote the establishment of a green financial system in an all-round way in the 13th five-year Plan, and it also represents the new development direction of the world financial industry. Based on the above background, first of all, the definition of green bonds and combined with relevant theories, through the case analysis, ratio analysis and other methods to conduct in-depth research. Secondly, it analyzes the issuance of domestic green bonds and finds out its shortcomings. Finally, through the analysis of the emergence stage of China's green bond financing related suggestions, including the issuer of the management of funds raised, government departments how to introduce relevant policy incentives, as well as regulatory supervision and other appropriate suggestions. So that green bonds can get a healthy development in our country, at the same time, it can provide relevant reference for other enterprises to carry out green bond financing.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122074398","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}
引用次数: 1
Research on Cultural Network Resources and Tourism Financing in Yangtze River Delta Based on Big Data 基于大数据的长三角文化网络资源与旅游融资研究
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00031
Jian Xu
{"title":"Research on Cultural Network Resources and Tourism Financing in Yangtze River Delta Based on Big Data","authors":"Jian Xu","doi":"10.1109/ICDSBA53075.2021.00031","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00031","url":null,"abstract":"Under the background of rapid social and economic development, tourism occupies a higher and higher position in the national construction and development. In this trend, according to their own development needs, the implementation of financing based on carbon sink trading is the focus of the development of enterprises in all countries at this stage. Based on the understanding of cultural network resources and industry development trend in the Yangtze River Delta at the present stage, this paper studies how to promote effective tourism financing based on big data according to the analysis of carbon sink financing mode.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125957492","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}
引用次数: 0
The Development of Vocal Music Education in China After 1980 1980年后中国声乐教育的发展
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00112
Xueying Han
{"title":"The Development of Vocal Music Education in China After 1980","authors":"Xueying Han","doi":"10.1109/ICDSBA53075.2021.00112","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00112","url":null,"abstract":"With the continuous development of China’s economic globalization, the influx of various foreign ideas, more and more forms of social culture emerge. Influenced by this multiculturalism, China’s vocal music education in universities has some change, and also has encountered new attempt and challenges.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127222469","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}
引用次数: 0
The Analysis of Chinese People’s Recognition of Digital Currency Electronic Payment Policy 中国民众对数字货币电子支付政策的认同分析
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00090
Yibo Zhou, Weilun Huang
{"title":"The Analysis of Chinese People’s Recognition of Digital Currency Electronic Payment Policy","authors":"Yibo Zhou, Weilun Huang","doi":"10.1109/ICDSBA53075.2021.00090","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00090","url":null,"abstract":"The purpose of this paper is to explore the degree and reasons of Chinese people’s recognition of Digital Currency Electronic Payment policy, through literature review, expert interviews and research results. Personal factors also affect the degree and reasons of DC/EP policy identification. There is a significant positive correlation between the people’s recognition of DC/EP policy (policy purpose, policy content, policy process) and the reasons for policy recognition (policy cognition, policy expectation, policy emotion, policy evaluation). Personal factors will also affect the degree of identification and the reasons for identification. The age and education level of the people have a significant impact on the degree of DC/EP policy identification and the identification reasons. The use of mobile payment devices has a significant impact on policy emotion and policy purpose.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127426470","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}
引用次数: 1
A Robust Segmentation Method for Chinese Inscription Images 中文题词图像的鲁棒分割方法
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00043
Xi Xia, Lin Sh
{"title":"A Robust Segmentation Method for Chinese Inscription Images","authors":"Xi Xia, Lin Sh","doi":"10.1109/ICDSBA53075.2021.00043","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00043","url":null,"abstract":"Inscriptions are important carriers of Chinese calligraphy which has high calligraphic, artistic and cultural value. Segmentation of Chinese inscription images play a fundamental role in processing of Chinese character images. Traditional projection segmentation methods can be used for Chinese inscription image segmentation because Chinese characters in most inscription images arrange regularly. However, in an actual segmentation process, the slight offset of the glyph position or a crossing of strokes after projection caused projection segmentation method failure. In order to solve this problem, a Chinese inscription image segmentation method based on clustering algorithm was provided. Firstly, preprocessed the image, and then looked up the contour of the inscription images to exclude the obvious abnormal part of the contour size; Secondly, filled in the remaining contours to obtain a clustered sample set; Thirdly, used the DBSCAN clustering algorithm to cluster the sample set to generate several clusters which each of those clusters represented a Chinese character image; Finally, for clusters that did not satisfy the outline range of Chinese characters, adjusted the minimum neighborhood until the aspect ratio of the circumscribed rectangle of the cluster was within the range of the aspect ratio of Chinese characters. We conducted character segmentation experiments on sample inscriptions. Results showed that out method not only segmented and processed the regularly arranged inscriptions images, but also worked efficiently for irregularly arranged inscriptions images.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132978318","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}
引用次数: 0
Study on Influencing Factors of Shanghai Advertising Industry Agglomeration Based on Grey Relation Analysis 基于灰色关联分析的上海广告业集聚影响因素研究
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00075
X. Fan
{"title":"Study on Influencing Factors of Shanghai Advertising Industry Agglomeration Based on Grey Relation Analysis","authors":"X. Fan","doi":"10.1109/ICDSBA53075.2021.00075","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00075","url":null,"abstract":"This paper constructs the index system of the influencing factors of Shanghai advertising agglomeration and makes an empirical study on the influencing factors of Shanghai advertising agglomeration by using grey relational analysis. This paper aims to analyze the internal mechanism and development logic of Shanghai advertising industry agglomeration, provide suggestions for attracting more excellent advertising enterprises and cultural talent resources to settle in, and provide a reference for the government to understand the industrial linkage and location factors.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130815883","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}
引用次数: 0
Research on Reference Target Detection of Deep Learning Framework Faster-RCNN 基于快速rcnn的深度学习框架参考目标检测研究
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00017
Xinshuai Xiao, Xiuxia Tian
{"title":"Research on Reference Target Detection of Deep Learning Framework Faster-RCNN","authors":"Xinshuai Xiao, Xiuxia Tian","doi":"10.1109/ICDSBA53075.2021.00017","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00017","url":null,"abstract":"In recent years, with the continuous development and progress of computer-related facilities and equipment, deep learning has been widely used in computer fields such as image classification and target detection. Many researchers have proposed a new learning objective -- detection algorithm on the basis of traditional computer research. In this paper, by comparing the target detection algorithm with the traditional manual feature extraction and feature design algorithm, it can be found that the convolutional neural network algorithm has good effects in feature expression ability, semantic expression ability, robustness and other aspects. The deep learning target detection algorithms mainly involved in this paper include R-CNN, Fast-RCNN, Faster-RCNN, YOLO and SSD. The research mainly considers the detection speed and the sensitivity of small target detection comprehensively, and realizes apple detection under natural light through improving the based model of Faster-RCNN.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130829127","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}
引用次数: 5
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