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

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Application of Deep Learning In The Diagnosis of Faulty Electrical Equipment 深度学习在电气设备故障诊断中的应用
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00114
Jijin Zhu
{"title":"Application of Deep Learning In The Diagnosis of Faulty Electrical Equipment","authors":"Jijin Zhu","doi":"10.1109/ICDSBA53075.2021.00114","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00114","url":null,"abstract":"Electricity is closely related to human life, to say the least, in modern society, countries and cities without electricity can be paralyzed. National defense, transportation, daily life and so on are inseparable from electricity. Electrical energy is the most basic energy in modern society, and people are almost always in the moment. Electric cookers for cooking need electricity, refrigerators, TVS, air conditioners, computers and fans need electricity, as well as electric lights that give us light in the dark night. Therefore, a power failure in daily life is just like the sky falling down, which is extremely painful. Adults can’t see the news; the elderly can’t use high-tech to cook the rice; even children can’t play the computer. Electricity is an indispensable electrical appliance in people’s daily life and work. Once faulty electrical equipment is not diagnosed and resolved effectively, it will seriously affect people’s normal life and work. So it is very important to do a good job in the diagnosis of faulty electrical equipment. The image retrieval method based on deep learning is an effective fault diagnosis technology. Based on this, the relevant electrical fault diagnosis department should deeply explore the effective application methods of deep learning in the diagnosis of faulty electrical equipment, so as to give full play to the value of image retrieval and improve the diagnosis of faulty electrical equipment.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"161 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":"131716159","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
Evaluation and Forecast of Port Enterprise Innovation Efficiency Based on ES-DEA 基于ES-DEA的港口企业创新效率评价与预测
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00077
Lei Xu, Shiyuan Xu
{"title":"Evaluation and Forecast of Port Enterprise Innovation Efficiency Based on ES-DEA","authors":"Lei Xu, Shiyuan Xu","doi":"10.1109/ICDSBA53075.2021.00077","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00077","url":null,"abstract":"With the current deep development of global trade, there are new requirements for port technology innovation and management innovation. The article combines the exponential smoothing method with the DEA model, which analyzes the innovation efficiency of SIPG in the next five years to find out the business strategy. It is concluded that the innovation efficiency of SIPG will maintain a relatively high level from 2011 to 2024. The average comprehensive innovation efficiency reached 0.92, and the comprehensive innovation efficiency reached the DEA effective in 2011, 2012, 2015 in the historical years. In the forecast year, 2020-2023 is not effective, and output is insufficient .In the next few years, SIPG should further increase research investment and reserves of scientific and technical personnel to improve the port's comprehensive innovation efficiency.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"507 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":"127041815","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
Financial-Industrial Integration, Financing Constraints and Corporate R&D Investment 金融产业融合、融资约束与企业研发投入
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00065
Yun Yang
{"title":"Financial-Industrial Integration, Financing Constraints and Corporate R&D Investment","authors":"Yun Yang","doi":"10.1109/ICDSBA53075.2021.00065","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00065","url":null,"abstract":"Taking domestic A-share listed companies from 2007 to 2019 as research samples. This paper examines the relationship between financial-industrial integration, financing constraints and corporate R&D investment. The study found that the integration of industry and finance has significantly promoted R&D investment in enterprises, and financing constraints have shown a significant intermediary effect in financial-industrial integration and corporate R&D investment. Financial-industrial integration has remarkably promoted corporate R&D investment by reducing corporate financing constraints.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"400 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":"127205603","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 Similarity Search Technique of Variable Long Time Series Data Mining 变量长时间序列数据挖掘的相似度搜索技术研究
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00014
Mengru Zhang
{"title":"Research on Similarity Search Technique of Variable Long Time Series Data Mining","authors":"Mengru Zhang","doi":"10.1109/ICDSBA53075.2021.00014","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00014","url":null,"abstract":"Time series similarity search is the main subroutine of time series data mining algorithm. The efficiency of time series similarity research has become an obstacle to the development of time series mining algorithms. The representation of time series and the measurement of similarity are the basis of time series similarity research and play a crucial role in completing the similarity search task of time series. As a method of measuring similarity, the dynamic distortion of time can be effectively dealt with by deforming the time series over time, and it has good stability. However, time series data is usually an ever-increasing data stream, and the direct study of similarity will cause considerable storage space consumption, and may affect the accuracy and reliability of the algorithm. Therefore, it is necessary to determine the time series in advance, express the main self of the original time series in a concise and abstract form, and carry out similarity search on the developed sequence to improve the similarity search efficiency of the sequence.","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":"130195228","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 Value, Foundation and Direction of Marketing Innovation Research in the Era of Big Data 大数据时代营销创新研究的价值、基础与方向
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00089
Wen Lu
{"title":"The Value, Foundation and Direction of Marketing Innovation Research in the Era of Big Data","authors":"Wen Lu","doi":"10.1109/ICDSBA53075.2021.00089","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00089","url":null,"abstract":"At present, big data has been destined from the concept. There is a large number of applications in precision marketing, smart medical, film and television entertainment, finance, education, sports, and security. With the rapid development of cloud computing, Internet of Things, mobile Internet and other supporting industries, big data will have a broader application market space in the future. One of the key contents of research in the current era is the specific application of big data technology, and the application of big data technology in marketing management is also in the scope of its research. Application data technology processing work has the characteristics of fast and convenient. Therefore, we need to focus on studying how to fully apply big data technology in marketing management to improve the level of innovation in marketing management. According to the characteristics of big data technology and the marketing management process, it is fully integrated to improve the marketing efficiency and level.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"62 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":"123456964","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
Study on Development Path of Corporate Financial Management under the Background of "Internet Plus" “互联网+”背景下企业财务管理发展路径研究
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00096
Y. Zhao, R. Ge
{"title":"Study on Development Path of Corporate Financial Management under the Background of \"Internet Plus\"","authors":"Y. Zhao, R. Ge","doi":"10.1109/ICDSBA53075.2021.00096","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00096","url":null,"abstract":"With the vigorous economic development and the advancement of science and technology, China has entered the Internet information era. Internet technology has promoted China's economic development. This paper analyzes the characteristics of corporate financial management under the background of \"Internet plus\", excavates the existing problems in the development of financial management in the emerging stage, and studies the development path of corporate financial management.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"41 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":"122729641","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
Evaluation of Innovation Driving Ability in Western China : Taking the 12 western provinces as an example 西部地区创新驱动能力评价——以西部12省为例
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00109
Yu Xu
{"title":"Evaluation of Innovation Driving Ability in Western China : Taking the 12 western provinces as an example","authors":"Yu Xu","doi":"10.1109/ICDSBA53075.2021.00109","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00109","url":null,"abstract":"This paper constructs a comprehensive evaluation index system of innovation level for the western China based on the connotation of innovative development in the new era and the characteristics of innovative development in the western China of China. It collects the corresponding index data of 12 western provinces (autonomous regions and municipalities are inclusive) from 2014 to 2018, and further evaluates the regional innovation level of each western province by method of weighted TOPSIS. The results show that different regions in western China take on differentiated level in innovation-driven development. In addition, Sichuan, Shaanxi and Chongqing rank high in regional innovation capability in the western China.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"40 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":"125831142","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 Supply Chain Pricing Strategy of Government-Subsidized Manufacturers 政府补贴制造商供应链定价策略研究
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00111
Xinyi Xu, Ran Tao
{"title":"Study on Supply Chain Pricing Strategy of Government-Subsidized Manufacturers","authors":"Xinyi Xu, Ran Tao","doi":"10.1109/ICDSBA53075.2021.00111","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00111","url":null,"abstract":"From the perspective of the coexistence of new energy vehicles and fuel vehicles, a dynamic game model composed of the manufacturer, retailer and government were built, and the optimal pricing strategy was worked out by considering the supply chain pricing strategy under the Stackelberg game modeled by the manufacturer. The research shows that the government subsidy must be controlled within a reasonable range to stimulate the enthusiasm of manufacturers; The R&D cost coefficient is inversely proportional to the greenness of new energy vehicles, and consumers' green preference is directly proportional to it. The level of the R&D cost coefficient directly affects the manufacturer's production choice. Consumer preference for green and R&D input cost coefficient for new energy vehicle pricing is proportional to the impact.","PeriodicalId":154348,"journal":{"name":"2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA)","volume":"43 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":"128259712","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
On the Application of Calligraphy Art in Digital Film and Television Works 论书法艺术在数字影视作品中的应用
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00045
Xiaoqing Zhou, Jianxing Zhang
{"title":"On the Application of Calligraphy Art in Digital Film and Television Works","authors":"Xiaoqing Zhou, Jianxing Zhang","doi":"10.1109/ICDSBA53075.2021.00045","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00045","url":null,"abstract":"Calligraphy, as a classic of Chinese traditional culture, has been widely used in digital film and television works. It will be the future development track of Chinese film and television culture to adhere to the edification of traditional art and calligraphy aesthetics and set up the digital film and television art subject with national characteristics. Taking the innovation of calligraphy culture in the film and television art as the basis, and starting from the specific applications such as cognitions, forms and techniques, this paper explores how the digital film and television works return to the national traditional culture. It aims to make the visual art, cultural connotation and aesthetic spirit of calligraphy fully displayed in the film and television works, and thus to realize the perfect fusion between traditional digital film and television art and international culture.","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":"130000689","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
End-To-End Algorithm Optimization and Implementation Based on Speech Translation 基于语音翻译的端到端算法优化与实现
2021 5th Annual International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2021-09-01 DOI: 10.1109/ICDSBA53075.2021.00103
Zheng Yang
{"title":"End-To-End Algorithm Optimization and Implementation Based on Speech Translation","authors":"Zheng Yang","doi":"10.1109/ICDSBA53075.2021.00103","DOIUrl":"https://doi.org/10.1109/ICDSBA53075.2021.00103","url":null,"abstract":"Speech translation is the process of automatically translating the commands from the speech signals of the source language into the text of the specified language by using machine completion instructions. The main operation method now is to associate speech recognition with machine translation. Because speech recognition, machine translation and speech translation are essentially the transformation from one sequence to another, and the end-to-end architecture can also be applied to speech recognition and machine translation, the researchers studied end-to-end speech translation. Because the integration of speech recognition and machine translation into one model modeling makes the input sequence and output sequence more difficult and cumbersome, it is necessary to carry out more difficult training on the model and analyze more training data. On this basis, this paper studies end-to-end speech translation and related training methods respectively.","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":"131720866","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
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