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Urban-rural gap induced by high-speed rail: 35 years of evidence from Japan1 高速铁路引发的城乡差距:日本 35 年来的证据1
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-05-16 DOI: 10.1016/j.rtbm.2024.101131
Sunbin Yoo , Junya Kumagai , Shunsuke Managi

Over the past 35 years, the development of high-speed rail (HSR) in Japan has markedly enhanced market access and altered spatial distributional dynamics, thereby transforming the socioeconomic landscape in both urban and rural areas. This study delves into the impact of improved market access on regional disparities, with a particular focus on the shifts in population and economic activity between urban centers and their surrounding peripheral regions. We examine three key hypotheses: (1) HSR influences population dynamics, potentially leading to population decline in underdeveloped areas; (2) it affects demographic patterns, particularly in rural areas; and (3) it contributes to economic disparities, enhancing urban prosperity potentially at the expense of rural regions. Our analysis reveals pronounced effects of HSR: urban areas, exemplified by Tokyo, have seen substantial socioeconomic gains including a 26.10% income rise and an 18.34% population increase. Conversely, rural regions exhibit declining economic indicators with income dropping by 6.32% and population falling by 6.83%, accompanied by aging demographics. These trends, further illuminated by night-time light (NTL) data, underscore the uneven impact of HSR. Simulations suggest the continuation of these patterns with future HSR expansions. The study highlights the need for strategic policy measures to address the growing spatial disparities induced by HSR, advocating equitable infrastructure development and sustainable urban planning.

在过去的 35 年中,日本高速铁路(HSR)的发展显著提高了市场准入,改变了空间分布动态,从而改变了城市和农村地区的社会经济面貌。本研究深入探讨了市场准入的改善对地区差距的影响,尤其关注城市中心与其周边边缘地区之间人口和经济活动的转移。我们研究了三个关键假设:(1) 高铁影响人口动态,可能导致欠发达地区人口减少;(2) 高铁影响人口模式,尤其是农村地区的人口模式;(3) 高铁导致经济差距,可能以牺牲农村地区为代价促进城市繁荣。我们的分析揭示了高铁的显著影响:以东京为例,城市地区的社会经济大幅增长,包括收入增长 26.10%,人口增长 18.34%。相反,农村地区的经济指标却在下降,收入下降了 6.32%,人口下降了 6.83%,同时还伴随着人口老龄化。夜间照明(NTL)数据进一步显示了这些趋势,凸显了高铁带来的不均衡影响。模拟结果表明,随着未来高铁的扩建,这些模式仍将继续。该研究强调,有必要采取战略性政策措施,以解决高铁造成的日益扩大的空间差异,倡导公平的基础设施发展和可持续的城市规划。
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引用次数: 0
Assessing road safety performance in Chinese provinces: A comprehensive analysis of the past decade 中国各省道路安全绩效评估:过去十年的综合分析
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-05-13 DOI: 10.1016/j.rtbm.2024.101133
Liangguo Kang

The issue of road safety is a growing global concern, and evaluating performance in this area is crucial for the development of effective safety policies and the allocation of safety resources. Amidst the input-output perspective of road safety risks, this study endeavors to assess the performance of provincial road safety in China from 2012 to 2021. To achieve this goal, the research employs data envelopment analysis (DEA) and the DEA-window approach, grounded in the framework of variable/constant returns to scale (VRS/CRS) models. The results reveal that Shanghai and Tibet consistently achieved efficient scores using both the DEA-VRS and DEA-CRS methods throughout the past decade. There is a small difference of 0.028 and 0.025 between the average scores obtained from the DEA and DEA-window analysis using the VRS and CRS models, respectively. Shanghai, Tibet, and Beijing demonstrate exceptional performance in both the DEA-CRS-window and DEA-VRS-window analysis, while North China, Southwest China, Central China, and South China exhibits the significant variations in performance ranking. This study enhances the understanding of the current road safety status in China and offers valuable insights for policymakers to formulate targeted measures, aiming to continuously improve road safety performance across various provinces through benchmarking management

道路安全问题日益受到全球关注,评估该领域的绩效对于制定有效的安全政策和分配安全资源至关重要。从道路安全风险的投入产出视角出发,本研究试图评估 2012 至 2021 年中国省级道路安全的绩效。为实现这一目标,研究采用了数据包络分析法(DEA)和 DEA 窗口法,并以可变/不变规模收益模型(VRS/CRS)为基础。研究结果表明,在过去的十年中,上海和西藏在使用 DEA-VRS 和 DEA-CRS 方法时始终取得了有效得分。使用 VRS 和 CRS 模型进行 DEA 和 DEA 窗口分析得出的平均得分分别为 0.028 和 0.025,差距很小。在 DEA-CRS 窗口分析和 DEA-VRS 窗口分析中,上海、西藏和北京都表现出优异的成绩,而华北、西南、华中和华南的成绩排名则出现了显著差异。本研究加深了对中国道路安全现状的了解,为决策者制定有针对性的措施提供了有价值的见解,旨在通过标杆管理不断提高各省的道路安全绩效。
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引用次数: 0
Increasing public transport revenue or intensifying cannibalization: The effects of introducing a new tariff option in addition to pay-per-use and flat rate options 增加公共交通收入或加剧蚕食:在按次付费和统一收费方案之外引入新的收费方案的影响
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-05-04 DOI: 10.1016/j.rtbm.2024.101129
Christian Weibel, Lisa Dang, Widar von Arx

The tariff landscape within Switzerland's public transport network is characterized by limited options: the flat rate (Generalabonnement), designed to accommodate frequent customers, and the pay-per-use model (Halbtax), tailored for those who use the network infrequently. However, there is a gap in provision for medium-frequency customers, who lack an intermediary tariff option. Our study employs a combination of conjoint analysis and market simulations to assess the potential appeal of a hypothetical novel three-part tariff structure, referred to as the bonus tariff. The paper first examines customers tariff selection, probing whether choices are influenced by biases favoring either the pay-per-use or flat-rate options. Further, we calculate the significance of various tariff attributes and identify sociodemographic variables predictive of tariff preference. Attributes such as the pre-pay credit and bonus levels exhibit the highest part-worth utilities. The analysis shows that the bonus tariff would capture a significant market share. A market simulation underscores the sensitivity of the business case to factors including bonus levels and the proportion of customers transitioning from flat-rate subscriptions. The overarching outcome suggests a positive impact on revenue with the introduction of the bonus tariff. The conclusion delves into the reasons for these findings and outlines implications for tariff management strategies.

瑞士公共交通网络中的收费模式有两种:一种是统一收费模式(Generalabonnement),专为经常使用公共交通网络的乘客设计;另一种是按次付费模式(Halbtax),专为不经常使用公共交通网络的乘客设计。然而,中等使用频率的用户缺乏中间收费选择。我们的研究结合了联合分析和市场模拟,以评估一种假定的新型三段式资费结构(称为奖励资费)的潜在吸引力。本文首先研究了用户的电价选择,探讨了用户的选择是否受到偏好按次付费或统一费率选择的影响。此外,我们还计算了各种电价属性的重要性,并确定了可预测电价偏好的社会人口变量。预付费信贷和奖金水平等属性显示出最高的部分价值效用。分析表明,红利电价将占据相当大的市场份额。市场模拟强调了商业案例对奖金水平和从统一费率套餐过渡的客户比例等因素的敏感性。总体结果表明,引入奖励资费会对收入产生积极影响。结论深入探讨了得出这些结论的原因,并概述了对资费管理战略的影响。
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引用次数: 0
Government support in the European air transport sector during Covid-19: A Delphi study Covid-19 期间欧洲航空运输业的政府支持:德尔菲研究
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-04-27 DOI: 10.1016/j.rtbm.2024.101130
Tania Pantazi , Andreas Papatheodorou

Covid-19 has been a major shock for European aviation. After the general relaxation of state aid rules by the European Commission, Member States stepped in to support airlines, airports and other stakeholders in aviation. However, distribution of state resources raised significant doubts from competitors, as well as academic literature, with regard to the conditions of the aids and their effect on competition. A two-round Delphi study was employed in order to investigate the opinion of experts in European aviation, with the participation of thirty experts from airlines, airports, handling agents, government authorities and academia. The results show an overall appraisal of the European framework and its flexibility, but also desire for a greater degree of control, complaints over bureaucracy and procedural delays, as well as concern on the effects of state aid on competition in the internal aviation market.

Covid-19 对欧洲航空业是一次重大冲击。在欧盟委员会全面放宽国家援助规则后,成员国纷纷介入,为航空公司、机场和航空业的其他利益相关者提供支持。然而,国家资源的分配引起了竞争者以及学术文献对援助条件及其对竞争影响的极大质疑。为了调查欧洲航空业专家的意见,我们采用了两轮德尔菲研究法,来自航空公司、机场、装卸代理、政府当局和学术界的三十位专家参与了研究。研究结果显示了对欧洲框架及其灵活性的总体评价,但也有对更大程度控制的渴望、对官僚主义和程序延误的抱怨,以及对国家援助对内部航空市场竞争影响的担忧。
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引用次数: 0
Applying a new Importance-Unsatisfaction-Improvement theory to prioritizing improvement alternatives for a sustainable port 应用新的 "重要性-不满意-改进 "理论来确定可持续港口改进方案的优先次序
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-04-17 DOI: 10.1016/j.rtbm.2024.101127
Chien-Chang Chou

Importance-Performance analysis, an advantageous method for analysis and decision-making, has been widely applied to many fields. The advantages and disadvantages of Importance-Performance analysis have been reported in previous literature. Previous studies proposed some revised or integrated methods for combining Importance-Performance analysis and other techniques to overcome the weaknesses of Importance-Performance analysis to increase measurement accuracy. However, the calculation procedures of those revised and integrated methods, including several methodologies, usually are complex. In addition, Importance-Performance analysis only focuses on customers' demands and neglects the practical viewpoints of the service providers' capabilities, e.g., finance, feasibility, land and resource availability, etc. Therefore, this study proposes a new Importance-Unsatisfaction-Improvement theory for analyzing and determining the priorities of improvement alternatives. This new Importance-Unsatisfaction-Improvement theory not only takes into account both the demands of customers and the supply capabilities of service providers but also has a simple calculation procedure. Finally, this study applied the new Importance-Unsatisfaction-Improvement theory to prioritize improvement alternatives for upgrading from a traditional port to a sustainable port in Taiwan. The results show that the priority alternatives comply with the practices of the port authority. As noted above, the new Importance-Unsatisfaction-Improvement theory is an easy-applicability research methodology that can efficiently explain complex customer behaviors, provide easy-to-implement improvement strategies and recommendations, and have calculation simplicity. It can be applied to solve decision-making problems in various fields in future studies.

重要度-绩效分析是一种用于分析和决策的有效方法,已被广泛应用于许多领域。关于重要性绩效分析的优缺点,以往的文献已有报道。以往的研究提出了一些将重要度-绩效分析与其他技术相结合的修正或整合方法,以克服重要度-绩效分析的弱点,提高测量精度。然而,这些修正和整合方法的计算程序通常比较复杂,包括多种方法。此外,重要性绩效分析只关注客户需求,忽视了服务提供商的实际能力,如资金、可行性、土地和资源可用性等。因此,本研究提出了一种新的 "重要性-不满意度-改进 "理论,用于分析和确定改进方案的优先级。这一新的 "重要度-不满意度-改善度 "理论不仅考虑了客户的需求和服务提供商的供应能力,而且计算过程简单。最后,本研究运用新的 "重要度-不满意度-改进度 "理论,对台湾从传统港口升级为可持续港口的改进方案进行了优先排序。结果表明,这些优先备选方案符合港务局的做法。如上所述,新的 "重要性-不满意-改进 "理论是一种易于应用的研究方法,可以有效地解释复杂的客户行为,提供易于实施的改进策略和建议,并且计算简单。在未来的研究中,它可以应用于解决各领域的决策问题。
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引用次数: 0
Persistent and transient inefficiency in ports: An application to Spanish port authorities 港口持续和短暂的低效率:对西班牙港务局的应用
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-04-16 DOI: 10.1016/j.rtbm.2024.101124
Beatriz Tovar , Alan Wall

We estimate technical efficiency using stochastic frontier techniques, distinguishing between persistent and transient inefficiency. Previous studies in the port efficiency literature have accounted for firm heterogeneity and time-varying technical inefficiency. However, no port studies to date have accounted for heterogeneity, time-invariant (persistent) and time-varying (transient) inefficiency. Accounting for both types of inefficiency is important because addressing them requires different types of managerial measures. Using data from a sample of Spanish port authorities observed over the period 1993–2020, we estimate a stochastic output distance frontier with four error components which includes determinants of persistent and transient inefficiency. Port authorities show very low levels of transient inefficiency but higher levels of persistent inefficiency. Overall inefficiency is therefore basically due to persistent inefficiency. We find that port authorities managing more than a single port suffer from greater persistent inefficiency, whereas those located on the Mediterranean seaboard have a structural advantage over their Atlantic seaboard counterparts in terms of persistent inefficiency. The type of output and its share of national output also affect persistent inefficiency.

我们利用随机前沿技术估算技术效率,并区分持续低效和瞬时低效。以前的港口效率文献研究已经考虑了企业异质性和时变技术低效率。然而,迄今为止还没有港口研究考虑到异质性、时变(持续)和时变(瞬时)低效率。考虑这两类低效率非常重要,因为解决这两类问题需要不同类型的管理措施。利用 1993-2020 年期间西班牙港务局的样本数据,我们估算了具有四个误差成分的随机产出距离前沿,其中包括持续低效和瞬时低效的决定因素。港务局的瞬时低效率水平很低,但持续低效率水平较高。因此,总体低效率基本上是由持续低效率造成的。我们发现,管理不止一个港口的港务局的持续低效率程度更高,而位于地中海沿岸的港务局在持续低效率方面比大西洋沿岸的港务局具有结构性优势。产出类型及其在全国产出中所占份额也会影响持续低效率。
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引用次数: 0
Evaluating the long-run effect of economic factors on airline service failures: A comparison between low-cost and legacy carriers with an ARDL approach 评估经济因素对航空公司服务故障的长期影响:使用 ARDL 方法比较低成本航空公司和传统航空公司
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-04-09 DOI: 10.1016/j.rtbm.2024.101128
Qian Ma, Guojun Wang

With the increasing airline business model hybridization, the difference in service sensitivity concerning financial conditions between low-cost carriers (LCCs) and legacy carriers remains to be determined. Considering the close connections between systematic economic factors and airline financial conditions, we focus on how fuel costs, the interbank lending rate, and market concentration affect the service failures of LCCs and legacy carriers. In the US domestic airline business context, the analysis is conducted using an autoregressive distributed lag (ARDL)-bounds testing approach and time series data from June 2003 through May 2023. The results indicate that the long-run effects of the interbank rate and fuel costs on airline services vary across low-cost and legacy carriers. Despite the comparable service levels achieved by LCCs and legacy carriers, their service dynamics respond differentially to financial performance, a factor intricately linked to interbank rates and fuel costs. LCCs exhibit a superior proficiency in cost management, potentially contributing to their lower susceptibility to variations in financial performance compared to legacy carriers. Market concentration adversely impacts the service failures of LCCs and legacy carriers. Intense market competition, particularly when resulting in reduced pricing, may diminish the motivation for airlines to enhance their service quality. The research contributes to understanding the long-run relationship between financial performance and the service of LCCs and legacy carriers within the framework of business convergence. Such insights are of paramount significance for airline managers and policymakers. Furthermore, our research outcomes offer empirical evidence facilitating a more comprehensive understanding of the convergence of airline business models from a service perspective.

随着航空公司商业模式的日益混合化,低成本航空公司(LCC)与传统航空公司在财务状况方面的服务敏感性差异仍有待确定。考虑到系统性经济因素与航空公司财务状况之间的密切联系,我们重点研究了燃油成本、银行间同业拆借利率和市场集中度如何影响低成本航空公司和传统航空公司的服务故障。在美国国内航空业务背景下,我们使用自回归分布滞后(ARDL)--边界检验方法和从 2003 年 6 月到 2023 年 5 月的时间序列数据进行了分析。结果表明,银行间利率和燃油成本对航空公司服务的长期影响因低成本航空公司和传统航空公司而异。尽管低成本航空公司和传统航空公司的服务水平相当,但它们的服务动态对财务业绩的反应却不同,而财务业绩是与银行同业拆借利率和燃油成本密切相关的因素。低成本航空公司在成本管理方面表现出卓越的能力,这可能是它们比传统航空公司更容易受到财务业绩变化影响的原因。市场集中度对低成本航空公司和传统航空公司的服务失败产生不利影响。激烈的市场竞争,尤其是导致价格下降的竞争,可能会削弱航空公司提高服务质量的动力。这项研究有助于在业务融合的框架内理解长期货运航空公司和传统航空公司的财务业绩与服务之间的长期关系。这些见解对航空公司管理者和政策制定者具有重要意义。此外,我们的研究成果还提供了经验证据,有助于从服务角度更全面地理解航空公司业务模式的融合。
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引用次数: 0
The intention of continual use of dockless bike sharing connecting with metro: A perspective based on loyal users 持续使用连接地铁的无桩共享单车的意愿:基于忠实用户的视角
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-04-06 DOI: 10.1016/j.rtbm.2024.101126
Xuefeng Li , Mingyang Du , Yuxi Shen , Jingzong Yang

The aim of this study is to explore the factors influencing the intention to continually use dockless bike sharing connecting with metro in the context of various new convenient modes of transportation. Firstly, based on the questionnaires collected in Nanjing, China, basic attributes and travel characteristics of users who use dockless bike sharing to connect with the metro are compared and analyzed. Secondly, an ordered logit model is established to investigate the influencing factors of the continuous usage intention of the dockless bike sharing connecting with metro. The model results indicate that: (1) the increase in the monthly income and the education level has a restraining effect on the intention to continue using dockless bike sharing connecting with the metro, although this trend of reduced usage intention is less pronounced among users with higher education levels. (2) Travel duration and travel time also negatively affect the intention to continue using this mode. Interestingly, during peak hours on weekdays, users exhibit a higher willingness to use dockless bike sharing connecting with the metro. (3) Factors such as saving time, solving taxi availability issues, improving accessibility in remote areas, and users' environmental consciousness encourage the continued use of this travel mode. In contrast, high accessibility, network congestion, difficulties in finding parking lots, personal information security risks, high costs, imbalances in supply and demand during peak periods, traffic congestion, and bad weather discourage users to continuously use this mode. Finally, based on these findings, several policies and suggestions to promote the continuous use of dockless bike sharing connecting with the metro are proposed.

本研究旨在探讨在各种新型便捷交通方式的背景下,持续使用无桩共享单车接驳地铁的意向的影响因素。首先,基于在中国南京收集的问卷,对比分析了使用无桩共享单车接驳地铁的用户的基本属性和出行特征。其次,建立有序对数模型,研究无桩共享单车接驳地铁持续使用意向的影响因素。模型结果表明(1)月收入和受教育程度的提高对继续使用接驳地铁的无桩共享单车的意向有抑制作用,但这种使用意向降低的趋势在受教育程度较高的用户中并不明显。(2)出行时长和出行时间也会对继续使用无桩共享单车的意愿产生负面影响。有趣的是,在工作日的高峰时段,用户使用连接地铁的无桩共享单车的意愿更高。(3) 节约时间、解决出租车供应问题、提高偏远地区的可达性以及用户的环保意识等因素都鼓励用户继续使用这种出行方式。相反,高可达性、网络拥堵、寻找停车场困难、个人信息安全风险、高成本、高峰期供需失衡、交通拥堵和恶劣天气等因素则阻碍了用户继续使用这种出行方式。最后,基于这些研究结果,提出了促进无桩共享单车与地铁连接的持续使用的若干政策和建议。
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引用次数: 0
Route selection of periodic multimodal transport for logistics company: An optimisation approach 物流公司定期多式联运的路线选择:优化方法
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-04-03 DOI: 10.1016/j.rtbm.2024.101123
Niloofar Dini, Saeed Yaghoubi, Hamideh Bahrami

For transporting cargo from an origin to a destination, there are several routes with various transport modes, but in practice, only one route should be selected. In this regard, one of the main activities of Logistics Companies (LCs) is to select an optimal route for transporting freight. This complexity intensifies in periodic transport across multiple origins and destinations. This paper aims to develop a dual-phase mathematical model for LCs, considering cost, time, reliability, and air and noise pollution. Indeed, in periodic transport, there is a possibility of merging the cargo with the next shipment, which can lead to lower total costs. Multimodality is also another important consideration for LCs that can reduce cost and environmental impacts. The model leverages Data Envelopment Analysis in the tactical planning phase to filter efficient routes and a multi-objective model in the operational phase for optimal route selection. The proposed approach is validated by the real case of Thailand and Vietnam, which presents practical and managing insights for LCs and shippers. The study underscores the significance of route adjustments in periodic transport and provides valuable insights for LCs and shippers, emphasising the benefits of multimodal solutions in optimising freight logistics.

将货物从始发地运往目的地,有多条路线可供选择,运输方式也多种多样,但实际上只能选择一条路线。因此,物流公司(LC)的主要工作之一就是为货物运输选择最佳路线。在跨越多个起点和终点的定期运输中,这种复杂性会进一步加剧。本文旨在为物流公司建立一个双阶段数学模型,同时考虑成本、时间、可靠性以及空气和噪音污染。事实上,在定期运输中,货物有可能与下一批货物合并,从而降低总成本。多式联运也是液化集装箱运输的另一个重要考虑因素,可以降低成本,减少对环境的影响。该模型在战术规划阶段利用数据包络分析法筛选高效路线,在运营阶段利用多目标模型选择最优路线。泰国和越南的实际案例验证了所提出的方法,为 LC 和托运人提供了实用的管理见解。该研究强调了定期运输中路线调整的重要性,并为物流公司和托运人提供了宝贵的见解,突出了多式联运解决方案在优化货运物流方面的优势。
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引用次数: 0
Changes in efficiency and physical size of container ports: An integration of genetic matching and stochastic data envelopment analysis 集装箱港口效率和实际规模的变化:基因匹配与随机数据包络分析的整合
IF 4.8 2区 工程技术 Q2 BUSINESS Pub Date : 2024-04-03 DOI: 10.1016/j.rtbm.2024.101125
Volkan Efecan , İzzettin Temiz

Benchmarking container ports of different physical sizes and figuring out the relationship between size and efficiency is complex due to the heterogeneous environment. In dealing with heterogeneity, the selection bias is often overlooked. Therefore, this study proposes an integrated multivariate genetic matching and stochastic DEA algorithm to evaluate the efficiency of container ports. It paves the way for container ports that differ in a selected feature, such as size, to be benchmarked using well-balanced clusters. Thus, the port managers can identify the most similar-featured peers in benchmarking with DEA or alternative models to acquire robust estimates without dependence on a longitudinal data set. The results of the model applied to international container ports imply the increase in size impacts efficiency negatively, while connectivity does positively, which contradicts the commonly held perception of stakeholders that the larger the container ports, the more efficient. That is, well-managed small container ports can also be as efficient. Therefore, it is concluded that the results of integrating genetic matching into the performance measurement provide beneficial inferences. In future research, clustering the observed container ports according to a specific feature and balancing clusters with multivariate genetic matching can provide valuable insights into the industry.

由于环境的异质性,对不同物理规模的集装箱港口进行基准测试并找出规模与效率之间的关系是非常复杂的。在处理异质性时,选择偏差往往被忽视。因此,本研究提出了一种综合多元遗传匹配和随机 DEA 算法来评估集装箱港口的效率。它为在所选特征(如规模)上存在差异的集装箱港口铺平了道路,使其可以利用均衡的集群进行基准测试。因此,港口管理者可以在使用 DEA 或其他模型进行基准测试时,找出特征最相似的同行,从而获得可靠的估计值,而无需依赖纵向数据集。该模型应用于国际集装箱港口的结果表明,规模的扩大对效率的影响是负面的,而连通性则是正面的,这与利益相关者普遍认为集装箱港口规模越大效率越高的观点相矛盾。也就是说,管理良好的小型集装箱港口也同样高效。因此,可以得出结论,将基因匹配纳入绩效衡量的结果提供了有益的推论。在未来的研究中,根据特定特征对观察到的集装箱港口进行聚类,并利用多变量遗传匹配对聚类进行平衡,可以为行业提供有价值的见解。
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引用次数: 0
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