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2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)最新文献

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Prediction of Thalassemia Based on SAELM Hybrid Algorithm 基于SAELM混合算法的地中海贫血预测
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00054
Wenlin Xu, Yaolian Song, Tuan-biao Zou
{"title":"Prediction of Thalassemia Based on SAELM Hybrid Algorithm","authors":"Wenlin Xu, Yaolian Song, Tuan-biao Zou","doi":"10.1109/ICDSBA48748.2019.00054","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00054","url":null,"abstract":"Thalassemia is a serious hereditary disease, which cannot be cured. It’s valuable to study on thalassemia. The input weights and biases of Extreme Learning Machine (ELM) can be randomly initialized, which sometimes cannot get the better result. So a new algorithm named SAELM based on thalassemia is proposed by using the strong global optimization ability of Simulated Annealing (SA) algorithm, which can find the best weights and biases of ELM algorithm. Simulation results illustrated that the SAELM is better than ELM in the main evaluation indices, so SAELM algorithm can be used as a medical reference index in the screening of thalassemia.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132537859","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
An Empirical Study on Traffic Bearing Condition of Sichuan Province and Empirical Research on Spatial Difference 四川省交通承载状况及空间差异实证研究
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00031
Yangyang Su, Chuanjie Yan
{"title":"An Empirical Study on Traffic Bearing Condition of Sichuan Province and Empirical Research on Spatial Difference","authors":"Yangyang Su, Chuanjie Yan","doi":"10.1109/ICDSBA48748.2019.00031","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00031","url":null,"abstract":"In this paper, we build a evaluation index system of traffic bearing condition of the 21 cities in Sichuan Province. It also employs an entropy method to comprehensively measure the condition of Sichuan Province. According to overall scores, the 21 cities are classified into five categories with SPSS23.0: smooth traffic regions; relatively smooth traffic regions; mild congestion regions; relatively traffic congestion regions and serious traffic congestion regions.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133258242","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
A Statistical Test of The Effect of Learning Rate and Momentum Coefficient of Sgd and Its Interaction on Neural Network Performance Sgd的学习率和动量系数及其交互作用对神经网络性能影响的统计检验
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00065
Bingchuan Chen, Ai-Xiang Chen, Xiaolong Chai, Rui Bian
{"title":"A Statistical Test of The Effect of Learning Rate and Momentum Coefficient of Sgd and Its Interaction on Neural Network Performance","authors":"Bingchuan Chen, Ai-Xiang Chen, Xiaolong Chai, Rui Bian","doi":"10.1109/ICDSBA48748.2019.00065","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00065","url":null,"abstract":"Stochastic Gradient Descent (SGD) is a well-received algorithm for large-scale optimization in neural networks for its low iteration cost. However, due to Gradient variance, it often has difficulty in finding optimal learning rate and thus suffers from slow convergence. Using momentum is proven to be a simple effective way of overcoming the slow convergence problem of SDG as long as momentum is properly set. According to the performance metrics, this paper proposes a novel statistical model for analyzing the performance of neural networks. The model takes into account learning rate and momentum, and the method can be used to evaluate and verify their interaction effects on neural network performance. Our study shows that the interaction effects are significant. When momentum has a value smaller than 0.5, the impact on the training time is not statistically noticeable.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114731022","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: 3
Implementation Technology of the Smart Museum of the South China Sea Museum Based on UWB 基于超宽带的南海博物馆智能博物馆实现技术
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00082
Hanwen Li, Chong Shen, Kun Zhang, Hai-feng Wang
{"title":"Implementation Technology of the Smart Museum of the South China Sea Museum Based on UWB","authors":"Hanwen Li, Chong Shen, Kun Zhang, Hai-feng Wang","doi":"10.1109/ICDSBA48748.2019.00082","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00082","url":null,"abstract":"Each sector in the social life is marching forward by applying the smart technology as the information era develops rapidly. It is able to realize the smart guiding function, the intelligent interpretation, cloud data analysis route planning, high efficient visit, hand-held preview of the museum and customization of visit strategy by relying on UWB indoor precise positioning technology, thus achieving the smart function of the South China Sea Museum.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133279710","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
The Impact of Interest Rate Marketization on the Interest Rate Risk of Commercial Banks 利率市场化对商业银行利率风险的影响
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00045
Yue Yu, Liu Lan
{"title":"The Impact of Interest Rate Marketization on the Interest Rate Risk of Commercial Banks","authors":"Yue Yu, Liu Lan","doi":"10.1109/ICDSBA48748.2019.00045","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00045","url":null,"abstract":"With the continuous advancement of interest rate marketization in China, the volatility and uncertainty of interest rate levels have become more and more significant. As is well known, merchant banks, as the core of the financial system, are derived from net interest income. Therefore, interest rate venture will also become a major risk affecting China’s merchant banks, which will have an impact on the stability of China’s financial market. This paper starts with the concept of interest rate marketization, analyzes the influence of interest rate marketization on merchant bank interest rate venture from the perspectives of merchant banks’ on-balance sheet business and off-balance sheet business, and proposes countermeasures.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122035089","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
Fuzzy Network Based Evaluation Model for Semi-Physical Virtual Training 基于模糊网络的半物理虚拟训练评价模型
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00078
Baohua Zhang, Xiaowei Wang
{"title":"Fuzzy Network Based Evaluation Model for Semi-Physical Virtual Training","authors":"Baohua Zhang, Xiaowei Wang","doi":"10.1109/ICDSBA48748.2019.00078","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00078","url":null,"abstract":"This research focuses on evaluation index of the semi-physical throwing virtual training system, and the evaluation model of the system is constructed from the perspective of training students. Based on these the subjective and objective evaluation index system, the fuzzy network based reasoning technology is used to establish the training completion rate prediction model.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"294 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122160524","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
Thermal Control and Electrical Control Cooperation Scheme 热控和电气控制合作方案
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00098
Jijin Zhu
{"title":"Thermal Control and Electrical Control Cooperation Scheme","authors":"Jijin Zhu","doi":"10.1109/ICDSBA48748.2019.00098","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00098","url":null,"abstract":"In power plant operation, thermal control and electrical control have become two indispensable parts. Under the impetus of the times, the development of technology and the need of production, the combination of these two parts is just around the corner. Actively promoting the development of integration can effectively exert the advantages of the two. After mutual cooperation, the safety of the power plant will be further protected","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"29 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129489249","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 Study of the Evaluation of the Development of Humanities and Social Sciences and Natural Sciences in Local Normal Universities 地方师范院校人文社会科学与自然科学发展评价研究
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00101
Fei Li, Fengxia Wu, Weifei Wang, Ningbang Wang, Xuyang Du
{"title":"A Study of the Evaluation of the Development of Humanities and Social Sciences and Natural Sciences in Local Normal Universities","authors":"Fei Li, Fengxia Wu, Weifei Wang, Ningbang Wang, Xuyang Du","doi":"10.1109/ICDSBA48748.2019.00101","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00101","url":null,"abstract":"Using Cite Space as tool, this paper analyzes SCI and SSCI journal papers published by faculties of Yunnan Normal University (YNNU) from 2009 to 2018 from five aspects (distribution of years, research hotspots, distribution of funding, distribution of disciplines, distribution of journals) and draws conclusions, so as to put forward some suggestions to promote the rapid development of humanities and social sciences and natural sciences research of YNNU, at the same time provide a reference for local normal universities and colleges to establish a more objective and fairer academic evaluation system for humanities and social sciences and natural sciences research.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126369589","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 Quality Control of Reconstruction Project Based on TRIZ 基于TRIZ的改造工程质量控制研究
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00105
Lingyun Qi, Jinkui Wang, Haoli Wang
{"title":"Research on Quality Control of Reconstruction Project Based on TRIZ","authors":"Lingyun Qi, Jinkui Wang, Haoli Wang","doi":"10.1109/ICDSBA48748.2019.00105","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00105","url":null,"abstract":"The transformation project is easy to be concealed. In engineering practice, the emergence of concealed works is mostly due to technical reasons, and the control measures in advance for concealed works are often insufficient. Aiming at these problems, this paper will build a quality control model of concealed works based on TRIZ, obtain a kind of control measures in advance, improve the content of technical preparation, in order to reduce the emergence of concealed works and solve the shortage of quality control. Finally, the model is applied to the quality control of the monitoring system transformation project of Chengdu detention center.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126493650","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
Analyzing The Applicability of Social Financing Data as an Intermediate Target of Monetary Policy 社会融资数据作为货币政策中间目标的适用性分析
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00051
Jui‐Jung Tsai, Yang‐Chao Wang, Shiyi Chen
{"title":"Analyzing The Applicability of Social Financing Data as an Intermediate Target of Monetary Policy","authors":"Jui‐Jung Tsai, Yang‐Chao Wang, Shiyi Chen","doi":"10.1109/ICDSBA48748.2019.00051","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00051","url":null,"abstract":"With market development, China’s long-term choice of M2 data as an intermediate target of monetary policy is gradually showing its shortcomings. To find an intermediate target more suitable for China’s financial market, scholars are turning their attention towards social financing data. On this basis, this study establishes vector autoregressive (VAR) models with M2, social financing, and RMB loans as quantitative indicators, the Shanghai Interbank Offered Rate (SHIBOR) as a price-based indicator, and CPI and industrial value added as ultimate targets, during the period 2003-2018. This study also combines the VAR models with the impulse response functions and variance decomposition analyses. The empirical results show that social financing can serve as an intermediate target, while we cannot conclude that it is the best intermediate target of monetary policy. At the present, China should focus on both quantitative and price-based indicators, and gradually shift from the former to the latter.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128021998","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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