Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170259
Lingying Zhang, Dehui Wu, Wentao Mao
Based on the research of the existing literature, this article especially added some factors, such as operating leverage and sustainable growth rate; to evaluate the Guangdong listed small and medium-sized enterprise sustainable development ability. This article selects the 2013 annual report data from the GTA CSMAR Database and uses the factor analysis and the cluster analysis of SPSS22.0 multivariate statistical methods. Respectively, it evaluates the Guangdong listed small and medium-sized enterprises(SMEs) sustainable development ability according to single factor score and comprehensive factor score. In final, According to the findings, we put forward the corresponding suggestions and countermeasures.
{"title":"Analysis of sustainable development ability for the listed SMEs in Guangdong province","authors":"Lingying Zhang, Dehui Wu, Wentao Mao","doi":"10.1109/ICSSSM.2015.7170259","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170259","url":null,"abstract":"Based on the research of the existing literature, this article especially added some factors, such as operating leverage and sustainable growth rate; to evaluate the Guangdong listed small and medium-sized enterprise sustainable development ability. This article selects the 2013 annual report data from the GTA CSMAR Database and uses the factor analysis and the cluster analysis of SPSS22.0 multivariate statistical methods. Respectively, it evaluates the Guangdong listed small and medium-sized enterprises(SMEs) sustainable development ability according to single factor score and comprehensive factor score. In final, According to the findings, we put forward the corresponding suggestions and countermeasures.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122889051","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170193
Lingyun Wei, Xiaohan Yang
We design a cloud computing service supply chain with a monopoly application infrastructure provider (AIP) and multiple competing application service providers (ASPs) under asymmetric information. We use Bertrand competition to characterize the competitive relationship between ASPs. A service level agreement (SLA) serves as the foundation for the expected level of ASPs' services. The service system of ASPs is modeled as an M/M/1 queueing system while the effects of congestion are considered. We study the problem how to coordinate the cloud computing service supply chain with revenue-sharing contract under asymmetric information ,and propose a new model relevantly. In our model ,the AIP as the leader has the decision-making right for wholesale price and revenue-sharing proportion ,while ASPs as the followers have just the right to conceal the information on marginal cost and determine the ordering computing capacity . We discuss the AIP's optimal revenue sharing strategy in case ASPs conceal the unit application service cost ,with a comparative analysis made under symmetrical information at the same time. A numerical simulation is done and the computing results show that the AIP 's optimal revenue-sharing strategy to spur ASP swill pay a price for the anonymity and unobservability of ASPs' private information and reduce his/her profit ,while ASPs can gain from that.
{"title":"Revenue sharing contract in a cloud computing service supply chain with a monopoly AIP and multiple competing asps under asymmetric information","authors":"Lingyun Wei, Xiaohan Yang","doi":"10.1109/ICSSSM.2015.7170193","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170193","url":null,"abstract":"We design a cloud computing service supply chain with a monopoly application infrastructure provider (AIP) and multiple competing application service providers (ASPs) under asymmetric information. We use Bertrand competition to characterize the competitive relationship between ASPs. A service level agreement (SLA) serves as the foundation for the expected level of ASPs' services. The service system of ASPs is modeled as an M/M/1 queueing system while the effects of congestion are considered. We study the problem how to coordinate the cloud computing service supply chain with revenue-sharing contract under asymmetric information ,and propose a new model relevantly. In our model ,the AIP as the leader has the decision-making right for wholesale price and revenue-sharing proportion ,while ASPs as the followers have just the right to conceal the information on marginal cost and determine the ordering computing capacity . We discuss the AIP's optimal revenue sharing strategy in case ASPs conceal the unit application service cost ,with a comparative analysis made under symmetrical information at the same time. A numerical simulation is done and the computing results show that the AIP 's optimal revenue-sharing strategy to spur ASP swill pay a price for the anonymity and unobservability of ASPs' private information and reduce his/her profit ,while ASPs can gain from that.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127730832","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170219
Jianchang Fan, Debing Ni, Xiaowo Tang
This paper builds a two-stage game supply chain model where a manufacturer and a retailer transact via a wholesale price contract. Based on a standard wholesale price contract, the model captures the manufacturer's product recall decisions under product liability regulations. With the subgame perfect equilibrium, the comparative statics results show that (1) the manufacturer's product recall decision is independent of product liability; (2) except that in response to a raised product recall cost, the manufacturer's product recall decision and supply chain members' financial performance change harmoniously, the manufacturer's product recall decisions are in conflict with supply chain members' financial performance in response to changes in consumer's harm and product quality; (3) whether the manufacturer's wholesale price increases in product quality (product recall cost) depends on the relative size of product liability and consumer's harm.
{"title":"Product recall decisions in supply chains under product liability","authors":"Jianchang Fan, Debing Ni, Xiaowo Tang","doi":"10.1109/ICSSSM.2015.7170219","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170219","url":null,"abstract":"This paper builds a two-stage game supply chain model where a manufacturer and a retailer transact via a wholesale price contract. Based on a standard wholesale price contract, the model captures the manufacturer's product recall decisions under product liability regulations. With the subgame perfect equilibrium, the comparative statics results show that (1) the manufacturer's product recall decision is independent of product liability; (2) except that in response to a raised product recall cost, the manufacturer's product recall decision and supply chain members' financial performance change harmoniously, the manufacturer's product recall decisions are in conflict with supply chain members' financial performance in response to changes in consumer's harm and product quality; (3) whether the manufacturer's wholesale price increases in product quality (product recall cost) depends on the relative size of product liability and consumer's harm.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128112912","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170293
Qiuping Huang, KwanHo Yeung
This paper presents a conceptual research of exploring the decision-making behaviors of supply chain financing (SCF) service providers (i.e. banks) in small and medium sized enterprise (SME) segments via electronic platforms (E-platforms). Specifically, this paper aims to investigate on the risk-taking behavior (i.e. offering the SCF services or not) and pricing behaviors (i.e. setting interest rate) of banks by leveraging different types of supply chain (SC) transaction information collected in the third-party E-platforms. As a result, some critical types of SC transaction information could be identified to be needed in the collaboration between banks and third-party E-platform service providers and facilitate the decision-making in SCF loans for banks. As such, some practical guidelines will be provided to help banks to select qualified SCF clients in the SME segments and make the SCF business both profitable and sustainable based on efficient decision-making practices. In addition, credit rationing theory and transaction cost theory will be deployed to help discern the problems pertinent to information asymmetry between banks and SMEs.
{"title":"Decision-making in supply chain financing leveraging the transaction information in SME segments via E-platforms","authors":"Qiuping Huang, KwanHo Yeung","doi":"10.1109/ICSSSM.2015.7170293","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170293","url":null,"abstract":"This paper presents a conceptual research of exploring the decision-making behaviors of supply chain financing (SCF) service providers (i.e. banks) in small and medium sized enterprise (SME) segments via electronic platforms (E-platforms). Specifically, this paper aims to investigate on the risk-taking behavior (i.e. offering the SCF services or not) and pricing behaviors (i.e. setting interest rate) of banks by leveraging different types of supply chain (SC) transaction information collected in the third-party E-platforms. As a result, some critical types of SC transaction information could be identified to be needed in the collaboration between banks and third-party E-platform service providers and facilitate the decision-making in SCF loans for banks. As such, some practical guidelines will be provided to help banks to select qualified SCF clients in the SME segments and make the SCF business both profitable and sustainable based on efficient decision-making practices. In addition, credit rationing theory and transaction cost theory will be deployed to help discern the problems pertinent to information asymmetry between banks and SMEs.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132225381","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170318
Mengxu Fang, Tang Bin
In this paper, the adaptive genetic algorithm (AGA) is designed use Field Programmable Gate Array (FPGA) based on modular design. First, the FPGA's internal structure and the basic design process are introduced, to Altera Cyclone III series chips as an example. Secondly algorithm of hardware and software environment is introduced. The software is Altera's integrated development software, the Quartus II, development board is SOC/family experiment KX_7C series of experimental development system. Then the AGA is divided into some modules, such as fitness calculation module, control module, population initialization module, selection module, crossover and mutation module, data channel selection module, random number generator module, and memory module, etc. Finally the top-level module is downloaded to the Altera Cyclone III-EP3C40Q240C8N chip, and program is run out and debugged on the development board. Finally we compared the results of the hardware and software running.
{"title":"FPGA implementation of an adaptive genetic algorithm","authors":"Mengxu Fang, Tang Bin","doi":"10.1109/ICSSSM.2015.7170318","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170318","url":null,"abstract":"In this paper, the adaptive genetic algorithm (AGA) is designed use Field Programmable Gate Array (FPGA) based on modular design. First, the FPGA's internal structure and the basic design process are introduced, to Altera Cyclone III series chips as an example. Secondly algorithm of hardware and software environment is introduced. The software is Altera's integrated development software, the Quartus II, development board is SOC/family experiment KX_7C series of experimental development system. Then the AGA is divided into some modules, such as fitness calculation module, control module, population initialization module, selection module, crossover and mutation module, data channel selection module, random number generator module, and memory module, etc. Finally the top-level module is downloaded to the Altera Cyclone III-EP3C40Q240C8N chip, and program is run out and debugged on the development board. Finally we compared the results of the hardware and software running.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132247793","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170164
Lin Hong, Ying Jiang, Ziqian Mo, Zhejun Wang, Leibing Wu, Y. Zhong, Chulong Luo, Yufeng Luo
With the rapid development of the national economy and the speeding up of urbanization, the rail transport is gradually becoming the main way of the urban public transportation. The rail transit, as a kind of large capacity, high speed, safety and punctual transportation, not only improves the accessibility of the urban traffic, but also raises the new commercial circle. It brings a huge impact to the development of urban commercial space. In recent years, with the rapid development of Zhuhai, the government has started the constructions of the rail system and the north station TOD project in order to alleviate the traffic congestion in the downtown of Zhuhai. Based on the north station TOD projects, the relationship between the rail transit and the urban commercial space had been analyzed. The rail transit impact on development of commercial space had been studied.
{"title":"A research of the impacts of the rail transit on the development of the commercial space","authors":"Lin Hong, Ying Jiang, Ziqian Mo, Zhejun Wang, Leibing Wu, Y. Zhong, Chulong Luo, Yufeng Luo","doi":"10.1109/ICSSSM.2015.7170164","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170164","url":null,"abstract":"With the rapid development of the national economy and the speeding up of urbanization, the rail transport is gradually becoming the main way of the urban public transportation. The rail transit, as a kind of large capacity, high speed, safety and punctual transportation, not only improves the accessibility of the urban traffic, but also raises the new commercial circle. It brings a huge impact to the development of urban commercial space. In recent years, with the rapid development of Zhuhai, the government has started the constructions of the rail system and the north station TOD project in order to alleviate the traffic congestion in the downtown of Zhuhai. Based on the north station TOD projects, the relationship between the rail transit and the urban commercial space had been analyzed. The rail transit impact on development of commercial space had been studied.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"271 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134558843","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170282
Zhen-Yu Chen, Z. Fan, Minghe Sun
In many applications such as dynamic social network and customer behavioral analysis, the data intrinsically have many dimensions and can be naturally represented as high-order tensors. In this study, a SVM ensemble learning method is proposed for classification using tensor data. The method is used in identifying cross selling opportunities to recommend personalized products and services to customers. Two real-world databases are used to evaluate the performance of the method. Computational results show that the SVM ensemble learning method has good performance on these databases.
{"title":"A SVM ensemble learning method using tensor data: An application to cross selling recommendation","authors":"Zhen-Yu Chen, Z. Fan, Minghe Sun","doi":"10.1109/ICSSSM.2015.7170282","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170282","url":null,"abstract":"In many applications such as dynamic social network and customer behavioral analysis, the data intrinsically have many dimensions and can be naturally represented as high-order tensors. In this study, a SVM ensemble learning method is proposed for classification using tensor data. The method is used in identifying cross selling opportunities to recommend personalized products and services to customers. Two real-world databases are used to evaluate the performance of the method. Computational results show that the SVM ensemble learning method has good performance on these databases.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"221 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124523374","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170299
Ruijie Zhang, Y. Zhu, Xiaoyan Zeng
Taking the factor of customer switching into count, we analyze duopoly models in which both start-ups and established firms consider the competitive investment in R&D when they enter the new market. Firms make a decision on investment will influence the customer switching. The firms with investment may attract new customers from other firms which does not invest and then maintain more market share. In our models, we assume the two kinds of firms have different investment objectives: established firms make the investment consideration to maximize the expected profit, whereas start-ups just try to maximize the probability of survival (Robert Swinney, 2011). Considering the customer switching, we work out four kinds of different results in this game. Finally, numerical examples are used to illustrate the models.
{"title":"The optimal operation decision for start-ups and established firms with R&D investment consideration","authors":"Ruijie Zhang, Y. Zhu, Xiaoyan Zeng","doi":"10.1109/ICSSSM.2015.7170299","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170299","url":null,"abstract":"Taking the factor of customer switching into count, we analyze duopoly models in which both start-ups and established firms consider the competitive investment in R&D when they enter the new market. Firms make a decision on investment will influence the customer switching. The firms with investment may attract new customers from other firms which does not invest and then maintain more market share. In our models, we assume the two kinds of firms have different investment objectives: established firms make the investment consideration to maximize the expected profit, whereas start-ups just try to maximize the probability of survival (Robert Swinney, 2011). Considering the customer switching, we work out four kinds of different results in this game. Finally, numerical examples are used to illustrate the models.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134643879","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170233
X. Xu, Yan Zhou
In the 1990s, the companies in China have Cross-shareholdings phenomenon, after 20 years, the Cross-shareholding phenomenon has more and more influence on the companies, especially on the profitability, and cannot be ignored. Based on the current theoretical achievements about cross-shareholding by domestic and foreign scholars, we analyze the relationship between the cross-shareholding ratio and the profitability of the company in the Shanghai and Shenzhen A stock market from 2010 to 2014 and have the robustness testing. The results showed that the cross-shareholding behavior for holding company has a certain role in promoting profitability.
{"title":"The relationship between the Cross-shareholdings of listed companies in China and its profitability","authors":"X. Xu, Yan Zhou","doi":"10.1109/ICSSSM.2015.7170233","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170233","url":null,"abstract":"In the 1990s, the companies in China have Cross-shareholdings phenomenon, after 20 years, the Cross-shareholding phenomenon has more and more influence on the companies, especially on the profitability, and cannot be ignored. Based on the current theoretical achievements about cross-shareholding by domestic and foreign scholars, we analyze the relationship between the cross-shareholding ratio and the profitability of the company in the Shanghai and Shenzhen A stock market from 2010 to 2014 and have the robustness testing. The results showed that the cross-shareholding behavior for holding company has a certain role in promoting profitability.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129157508","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}
Pub Date : 2015-06-22DOI: 10.1109/ICSSSM.2015.7170138
X. Wan, Z. Yutong
This paper finds that the single maximum daily AAR and CAR are greater during the directional add-issuance declaration which large shareholders subscribe or replace new shares with their assets than not by event study. So the signal effect of behavior of large shareholders in the directional add-issuance exists in the listed companies in China. But the factor analysis shows that the directional add-issuance that the large shareholders participate cannot bring long-term performance to improve or enhance, and the cumulative score is negative and declining. Moreover, the large shareholders participate in the directional add-issuance though they that the performance of the company is a substantial decline before directional add-issuance. In this paper, the subscription or replacement of large shareholders is intended to changing market expectations and valuation, and attract external market and small-medium investors to subscribe which is the abuse of the signal effect of the directional add-issuance.
{"title":"The subscription behaviors of large shareholders, abuse of signal effect and directional add-issuance of listed companies in China","authors":"X. Wan, Z. Yutong","doi":"10.1109/ICSSSM.2015.7170138","DOIUrl":"https://doi.org/10.1109/ICSSSM.2015.7170138","url":null,"abstract":"This paper finds that the single maximum daily AAR and CAR are greater during the directional add-issuance declaration which large shareholders subscribe or replace new shares with their assets than not by event study. So the signal effect of behavior of large shareholders in the directional add-issuance exists in the listed companies in China. But the factor analysis shows that the directional add-issuance that the large shareholders participate cannot bring long-term performance to improve or enhance, and the cumulative score is negative and declining. Moreover, the large shareholders participate in the directional add-issuance though they that the performance of the company is a substantial decline before directional add-issuance. In this paper, the subscription or replacement of large shareholders is intended to changing market expectations and valuation, and attract external market and small-medium investors to subscribe which is the abuse of the signal effect of the directional add-issuance.","PeriodicalId":211783,"journal":{"name":"2015 12th International Conference on Service Systems and Service Management (ICSSSM)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131308645","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}