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

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Common Weight DEA-Based Methodology for Ranking APEC Countries by Considering Sustainable Development Goals Including Decent Work, Income Inequalities, and Gender Equality 基于共同权重dea的APEC国家排名方法，考虑可持续发展目标，包括体面工作、收入不平等和性别平等
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00028
E. Karsak, Nazli Goker
{"title":"Common Weight DEA-Based Methodology for Ranking APEC Countries by Considering Sustainable Development Goals Including Decent Work, Income Inequalities, and Gender Equality","authors":"E. Karsak, Nazli Goker","doi":"10.1109/ICDSBA48748.2019.00028","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00028","url":null,"abstract":"Strategic plan that aims to obtain equality and universality around the world is provided by Agenda for Sustainable Development that is announced by United Nations Development Program. Gender equality and women empowerment are included in 17 sustainable development goals that are determined in 2015 and aimed to be achieved by 2030. This study develops a decision aid that is based on common weight data envelopment analysis (DEA). The proposed decision methodology is employed to conduct performance assessment of Asia-Pacific Economic Cooperation countries considering decent work, gender equality, and reduced income inequalities criteria. The developed model does not need a discriminating parameter for efficiency ranking, guarantees to identify the best performing country in a computationally efficient manner, and provides a realistic dispersion for input and output weights. Ranking results of the developed common weight MCDM-DEA model are compared with basic DEA, and super efficiency DEA models along with the common weight DEA approaches proposed by earlier studies.","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":"114241052","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
Portfolio Management by Normal Mean-Variance Mixture Distributions 正态均值-方差混合分布的投资组合管理
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00052
S. Banihashemi
{"title":"Portfolio Management by Normal Mean-Variance Mixture Distributions","authors":"S. Banihashemi","doi":"10.1109/ICDSBA48748.2019.00052","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00052","url":null,"abstract":"According to the empirical evidence, financial returns show leptokurtosis, skewness and heavy-tailness. Regarding this behavior, we apply normal mixture mean variance distributions for portfolio management and allocating best weights for portfolio optimization and efficient frontiers. These distributions are appropriate for portfolio optimization and have a natural multivariate that consists of NIG, VG, NTS, GH and skewed t. Conditional Value-at-Risk (CVaR) is utilized as a measure of risk to evaluate the level of risk and simulated by Monte Carlo method. If we do not have closed density function of distribution, for example NTS distribution, we can use characteristic function with Fourier transformation to compute CVaR and portfolio modeling. Finally, real data in Iran stock market are given to illustrate the effectiveness our model by skewed t distribution.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"38 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":"115143085","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 Angular Super-Resolution Method Based on Beam Modulation 一种基于波束调制的角度超分辨方法
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00095
J. Gong, Y. Wan, Q. Wan, X. Ding
{"title":"An Angular Super-Resolution Method Based on Beam Modulation","authors":"J. Gong, Y. Wan, Q. Wan, X. Ding","doi":"10.1109/ICDSBA48748.2019.00095","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00095","url":null,"abstract":"Combined with the concept of angle pulse compression and the single model of SAR, a new method for angular super-resolution based on beam modulation is proposed. Based on the linear frequency modulate for beam scanning in azimuth direction, the analytic expression of the mapping relationship between angle and frequency is deduced. Then the unresolved targets in one pulse volume can be identified in range and azimuth directions by the range-azimuth control separately. The simulation results indicate that the proposed rule improve the multi-target resolution.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"52 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":"123638911","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
Design of the Outrigger Mechanism of a Type of Wrecker Rescue Vehicle 某型救援车支腿机构设计
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00087
Hongli Liu, Y. Lang, Guosheng Zhang, Jiaxing Zhang
{"title":"Design of the Outrigger Mechanism of a Type of Wrecker Rescue Vehicle","authors":"Hongli Liu, Y. Lang, Guosheng Zhang, Jiaxing Zhang","doi":"10.1109/ICDSBA48748.2019.00087","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00087","url":null,"abstract":"Outrigger mechanism is one kind of important special operations units for wrecker rescue vehicles, and has a variety of forms. The legs are used to support the ground when lifting and unwinding the accident vehicle to improve the stability of the vehicle and prevent the tires of the wrecker from being overloaded. Aiming at the application and design requirements of the outrigger mechanism in the wrecker rescue vehicles, the basic components, types, operation requirements and stress analysis of the outrigger mechanism are proposed. The research results show that the design of the outrigger mechanism is an important part in the design of wrecker rescue vehicles. It has a great influence on the working stability of the whole vehicle during lifting operation, and greatly improves the anti-overturning ability of the wrecked vehicle when it is lifted laterally.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"54 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":"121778524","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
Neural Architecture Search Based on Particle Swarm Optimization 基于粒子群优化的神经结构搜索
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00073
Ruicheng Niu, Hao Li, Yachuan Zhang, Yan Kang
{"title":"Neural Architecture Search Based on Particle Swarm Optimization","authors":"Ruicheng Niu, Hao Li, Yachuan Zhang, Yan Kang","doi":"10.1109/ICDSBA48748.2019.00073","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00073","url":null,"abstract":"Neural architecture search can help researchers design excellent neural network structure. But it takes a lot of time, such as using a neural architecture search method based on reinforcement learning, which requires more than 3000 GPU hours to find an excellent architecture on the CIFAR-10. And in order to be able to use the back-propagation method during training, the architecture will be continuous. Therefore, we propose a neural network architecture search algorithm based on Particle Swarm Optimization (PSO) – PNAS. First, we need to train a super-net. Through random sampling during the super-net training process, only one path training is activated at a time, which greatly reduces the coupling between the super-net nodes. After the super-net training, we use the PSO algorithm to search the architecture of the neural network to find optimal architecture.Our PSO-based neural architecture search can achieve competitive speed compared to state-of-the-art models. Our PNAS search time is faster than GDAS 28% and the parameters are also less than GDAS.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"26 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":"122739504","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
Optimal Timing of Insulin Initiation Using a Mathematical Model 使用数学模型的胰岛素起始的最佳时机
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00059
E. Gunes, F. E. Minsin, M. Dursun
{"title":"Optimal Timing of Insulin Initiation Using a Mathematical Model","authors":"E. Gunes, F. E. Minsin, M. Dursun","doi":"10.1109/ICDSBA48748.2019.00059","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00059","url":null,"abstract":"Diabetes is a chronic disease that is rapidly spreading worldwide. In the treatment of patients with type 2 diabetes, the most common type of the disease, doctors have many intervention methods. Therefore, taking the right action at the most appropriate time among these many types of interventions will make a great contribution to the patient’s health as well as the costs of treatment. In this study, we developed a finite-horizon Markov decision process (MDP) model in which the state of the process will cover the patient’s metabolic health status and history of drug used to solve this problem. The model is operated by using existing data in the literature and the results are discussed.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"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":"130782590","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
UBI Rate Determination Method Based on Entropy Weight-Topsis and Clustering 基于熵权- topsis和聚类的UBI率确定方法
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00048
Mingqing Zhao, Qinglian Li
{"title":"UBI Rate Determination Method Based on Entropy Weight-Topsis and Clustering","authors":"Mingqing Zhao, Qinglian Li","doi":"10.1109/ICDSBA48748.2019.00048","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00048","url":null,"abstract":"With the development of big data technology and the popularity of Internet of Vehicles applications, China’s auto insurance market is facing a new round of market-oriented reforms. The determination of autonomy for premiums has brought enormous development opportunities and challenges to major insurance companies. The auto insurance rate determination mode and method used have been difficult to meet the requirements of auto insurance pricing. It is worth noting that UBI has become an inevitable trend in the development of auto insurance, and its method of rate determination has also received extensive attention. In this paper, the driver’s driving behavior is comprehensively evaluated by using the entropy-TOPSIS model. According to the evaluation results, the risk interval is determined by clustering technology, and the rate adjustment coefficient of drivers of different levels of risk is further determined, and the rate is finally determined.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"96 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":"127610979","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
Characteristic Analysis of Internal and External Use of Chloasma Based on Data Mining 基于数据挖掘的黄褐斑内外用药特点分析
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00056
M. Bai, J. Chen, M. Miao
{"title":"Characteristic Analysis of Internal and External Use of Chloasma Based on Data Mining","authors":"M. Bai, J. Chen, M. Miao","doi":"10.1109/ICDSBA48748.2019.00056","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00056","url":null,"abstract":"Objective: To explore the application regularity of traditional Chinese medicine in the treatment of chloasma both internally and externally. Methods: In China HowNet database, internal and external literatures on clinical treatment of chloasma were screened for a certain period of time. Excel 2013 was used to establish the database of the prescriptions, and the flavor and meridian tropism were carried out. SPSS Statistics 23.0 was used for cluster analysis. Results: 168 oral prescriptions and 83 external prescriptions contain 153 and 102 Chinese medicines respectively. Both internal and external prescriptions often use tonify deficiency medicine, blood-activating and Stasis-eliminating drugs, relieving exterior syndrome drugs and heat-clearing drugs. Warm or neutral in nature, pungent, sweet or bitter in flavor, the meridian of liver are the most frequently used. Systematic cluster analysis of high-frequency Chinese medicines for oral and external use yielded 6 kinds of drugs. Conclusion: There is a certain regularity in the compatibility of internal and external medicines of chloasma, which can provide reference for clinical medication.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"73 2 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":"132622084","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 Auto-Construction Approach for Architecture of Information System Based on Transaction Flow 基于事务流的信息系统体系结构自动构建方法研究
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00060
Jin Dan, Qianjun Wu, Bo Yang, Cheng-gui Chu
{"title":"Research on Auto-Construction Approach for Architecture of Information System Based on Transaction Flow","authors":"Jin Dan, Qianjun Wu, Bo Yang, Cheng-gui Chu","doi":"10.1109/ICDSBA48748.2019.00060","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00060","url":null,"abstract":"The traditional information system architecture design needs to rely on the architect development team for centralized attack. Using this elite-centric architecture design approach, the system developed by the company is difficult to guarantee in terms of reliability with time rush, lack of elites, and lack of consideration for the future. This paper proposed an auto-construction approach for information system architecture based on transaction flow, it will lower the threshold of system architecture designing, and allow ordinary companies to design a system architecture with guaranteed reliability in a short period of time.","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":"128224586","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
Dual Hesitant Pythagorean Fuzzy Approach For Sustainable Ecotourism Site Selection 可持续生态旅游选址的双犹豫毕达哥拉斯模糊方法
2019 3rd International Conference on Data Science and Business Analytics (ICDSBA) Pub Date : 2019-10-01 DOI: 10.1109/ICDSBA48748.2019.00069
Esra Çakır, Z. Ulukan
{"title":"Dual Hesitant Pythagorean Fuzzy Approach For Sustainable Ecotourism Site Selection","authors":"Esra Çakır, Z. Ulukan","doi":"10.1109/ICDSBA48748.2019.00069","DOIUrl":"https://doi.org/10.1109/ICDSBA48748.2019.00069","url":null,"abstract":"Ecotourism is a strategy that ensures the sustainability of the natural resources of the earth and encourages the economic development of local people while pre serving and protecting their social and cultural integrity. In recent years, developing countries with environmental and cultural diversity such as Turkey have accelerated their investments in this field. As the sustainable environment gains importance, site selection plays a major role in investments for ecotourism. This study aims to apply dual hesitant Pythagorean fuzzy Hamacher aggregation operator in the selection of alternative sites weighted by Nearest Interval Approximation and Goal Programming for sustainable ecotourism investment.","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":"128354719","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
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