Journal of Economy and Technology最新文献

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Digital marketplace: The role of probabilistic selling strategies in the travel industry 数字市场:概率销售策略在旅游业中的作用
Journal of Economy and Technology Pub Date : 2023-11-01 DOI: 10.1016/j.ject.2023.10.003
Tongyuan Shen , Justin Downs , Xiao Hou , Yanfei Wang
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引用次数: 0
A meta-learning based stacked regression approach for customer lifetime value prediction 基于元学习的叠加回归法预测客户终身价值
Journal of Economy and Technology Pub Date : 2023-11-01 DOI: 10.1016/j.ject.2023.09.001
Karan Gadgil, Sukhpal Singh Gill, Ahmed M. Abdelmoniem
{"title":"A meta-learning based stacked regression approach for customer lifetime value prediction","authors":"Karan Gadgil,&nbsp;Sukhpal Singh Gill,&nbsp;Ahmed M. Abdelmoniem","doi":"10.1016/j.ject.2023.09.001","DOIUrl":"10.1016/j.ject.2023.09.001","url":null,"abstract":"<div><p>Companies across the globe are keen on targeting potential high-value customers in an attempt to expand revenue, and this could be achieved only by understanding the customers more. Customer lifetime value (CLV) is the total monetary value of transactions or purchases made by a customer with the business over an intended period of time and is used as a means to estimate future customer interactions. CLV finds application in a number of distinct business domains, such as banking, insurance, online entertainment, gaming, and e-commerce. The existing distribution-based and basic (recency, frequency, and monetary)-based models face limitations in terms of handling a wide variety of input features. Moreover, the more advanced deep learning approaches could be superfluous and add an undesirable element of complexity in certain application areas. We, therefore, propose a system that is able to qualify as both effective and comprehensive, yet simple and interpretable. With that in mind, we develop a meta-learning-based stacked regression model that combines the predictions from bagging and boosting models that are found to perform well individually. Empirical tests have been carried out on an openly available online retail dataset to evaluate various models and show the efficacy of the proposed approach.</p></div>","PeriodicalId":100776,"journal":{"name":"Journal of Economy and Technology","volume":"1 ","pages":"Pages 197-207"},"PeriodicalIF":0.0,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2949948823000045/pdfft?md5=3838da8083f490080bc4493a6efe14df&pid=1-s2.0-S2949948823000045-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135429349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Asynchronous distributed charging protocol for plug-in electric vehicles 插电式电动汽车异步分布式充电协议
Journal of Economy and Technology Pub Date : 2023-09-28 DOI: 10.1016/j.ject.2023.09.002
Yunfan Zhang , Yifan Su , Yue Chen , Feng Liu
{"title":"Asynchronous distributed charging protocol for plug-in electric vehicles","authors":"Yunfan Zhang ,&nbsp;Yifan Su ,&nbsp;Yue Chen ,&nbsp;Feng Liu","doi":"10.1016/j.ject.2023.09.002","DOIUrl":"https://doi.org/10.1016/j.ject.2023.09.002","url":null,"abstract":"<div><p>The proliferation of plug-in electric vehicles (PEVs) advocates a distributed paradigm for coordinating PEV charging. Unlike existing primal-dual decomposition or consensus methods, this paper proposes a cutting-plane-based distributed algorithm considering a peer-to-peer (P2P) communication network, which enables asynchronous coordination among PEVs. First, an equivalent surrogate model is established by exploiting the duality of the original optimization problem, which masks the private information of individual users by equivalent transformation. Then, a cutting-plane based algorithm is derived to solve the surrogate problem in a distributed manner with intrinsic superiority to cope with various asynchrony. Critical implementation issues, including distributed initialization, distributed cutting-plane generation, and localized stopping criteria, are discussed in detail. Numerical tests on IEEE 37- and 123-node feeders with actual data illustrate that the proposed method is resilient to several asynchronies and admits the plug-and-play operation mode. The proposed methodology is expected to provide an alternative path toward the robust protocol for PEV charging.</p></div>","PeriodicalId":100776,"journal":{"name":"Journal of Economy and Technology","volume":"1 ","pages":"Pages 29-47"},"PeriodicalIF":0.0,"publicationDate":"2023-09-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50189037","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
Innovation efficiency and firm competition 创新效率与企业竞争
Journal of Economy and Technology Pub Date : 2023-06-16 DOI: 10.1016/j.ject.2023.06.001
Jue Liang , Lin Liu , X. Henry Wang
{"title":"Innovation efficiency and firm competition","authors":"Jue Liang ,&nbsp;Lin Liu ,&nbsp;X. Henry Wang","doi":"10.1016/j.ject.2023.06.001","DOIUrl":"https://doi.org/10.1016/j.ject.2023.06.001","url":null,"abstract":"<div><p>This paper explores the effects of innovation efficiency on technology gap and product diversity between a leading firm and its competitor. Our analysis shows some interesting results: when innovation efficiency is sufficiently large and increases, the leading firm may expand technology gap, and counter-intuitively, this may reduce its price because the leading firm will choose to reduce product diversity which intensifies price competition. We have also examined the role of innovation efficiency on consumer surplus and social welfare. Managerial implications are discussed.</p></div>","PeriodicalId":100776,"journal":{"name":"Journal of Economy and Technology","volume":"1 ","pages":"Pages 16-28"},"PeriodicalIF":0.0,"publicationDate":"2023-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50189038","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 dynamical system model to analyze the low carbon transition in energy-economic system 分析能源经济系统低碳转型的动力系统模型
Journal of Economy and Technology Pub Date : 2023-05-10 DOI: 10.1016/j.ject.2023.04.001
Chengquan Zhang , Xifeng Wu , Sijia Zhao , Hatef Madani , Jin Chen , Yu Chen
{"title":"A dynamical system model to analyze the low carbon transition in energy-economic system","authors":"Chengquan Zhang ,&nbsp;Xifeng Wu ,&nbsp;Sijia Zhao ,&nbsp;Hatef Madani ,&nbsp;Jin Chen ,&nbsp;Yu Chen","doi":"10.1016/j.ject.2023.04.001","DOIUrl":"https://doi.org/10.1016/j.ject.2023.04.001","url":null,"abstract":"<div><p>In this study, we develop a dynamic system model that exhibits only one stable solution (sink) to analyze the impact of various factors on low-carbon transition, including policy implications, energy consumption, and energy capacity. Our aim is to provide policy recommendations based on the simulation results of the model, which reproduces five representative scenarios of distributed energy systems. We also compare our simulation results with those obtained from a set of agent-based models. Our analysis shows that the most effective way to achieve a low-carbon transition is by combining two approaches: limiting the use of high-carbon energy sources through certain market rules and reducing energy consumption. We further obtain different paths of low-carbon transition based on phase diagrams that do not harm the economy. For developed countries, the most feasible approach is to directly increase the market regulation ratio. For countries or regions with middle-level technical and energy conditions and relatively high energy consumption, such as some Eastern European countries, reducing energy consumption and then implementing low-carbon energy incentives policy is the best strategy. Finally, for countries or regions with lower technical and energy conditions, such as African countries, the main task is to improve energy capacity to increase the possibility of a low-carbon transition.</p></div>","PeriodicalId":100776,"journal":{"name":"Journal of Economy and Technology","volume":"1 ","pages":"Pages 1-15"},"PeriodicalIF":0.0,"publicationDate":"2023-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50189039","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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