首页 > 最新文献

Kybernetes最新文献

英文 中文
Governance path of the digital innovation ecosystem in advanced manufacturing cluster: a case study of China’s Tai-Xin Integrated Economic Zone 先进制造业集群中数字创新生态系统的治理路径:中国泰新综合经济区案例研究
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-25 DOI: 10.1108/k-03-2024-0628
Yunqi Chen, Yichu Wang

Purpose

This paper aims to identify key factors influencing the development of advanced manufacturing clusters and propose governance pathways for their digital innovation ecosystems.

Design/methodology/approach

A quantitative analysis of the Tai-Xin Integrated Economic Zone in China is conducted using data collected through a questionnaire survey. An evaluation index for the development level of advanced manufacturing clusters is constructed, and a structural equation model is used to identify key influencing factors and governance pathways.

Findings

This paper reveals that factors such as industrial foundation, technological innovation capability, social institution environment and government policies have a significant positive impact on the development of digital innovation ecosystem in advanced manufacturing clusters. It constructs a governance model for the digital innovation ecosystem and proposes three major pathways: integration of heterogeneous innovation resources, enhancement of digital capabilities, and fostering digital collaborative governance. The crucial role of digital technology in improving data processing efficiency, optimizing resource allocation and promoting collaboration among entities is emphasized. These pathways can optimize resource allocation, boosting the competitiveness and innovation capacity of clusters.

Originality/value

By incorporating advanced manufacturing clusters into the digital innovation ecosystem framework, this paper enriches theoretical research on both fronts. It offers specific governance pathways and policy recommendations, providing valuable references and guidance for promoting the digital transformation and ecosystem construction of manufacturing clusters.

目的 本文旨在识别影响先进制造业集群发展的关键因素,并提出其数字创新生态系统的治理路径。结果本文发现产业基础、技术创新能力、社会制度环境和政府政策等因素对先进制造业集群数字创新生态系统的发展具有显著的正向影响。本文构建了数字创新生态系统的治理模型,并提出了三大路径:整合异质创新资源、提升数字能力和促进数字协同治理。强调了数字技术在提高数据处理效率、优化资源配置和促进实体间协作方面的关键作用。通过将先进制造业集群纳入数字创新生态系统框架,本文丰富了这两方面的理论研究。本文提出了具体的治理路径和政策建议,为推动制造业集群的数字化转型和生态系统建设提供了有价值的参考和指导。
{"title":"Governance path of the digital innovation ecosystem in advanced manufacturing cluster: a case study of China’s Tai-Xin Integrated Economic Zone","authors":"Yunqi Chen, Yichu Wang","doi":"10.1108/k-03-2024-0628","DOIUrl":"https://doi.org/10.1108/k-03-2024-0628","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This paper aims to identify key factors influencing the development of advanced manufacturing clusters and propose governance pathways for their digital innovation ecosystems.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>A quantitative analysis of the Tai-Xin Integrated Economic Zone in China is conducted using data collected through a questionnaire survey. An evaluation index for the development level of advanced manufacturing clusters is constructed, and a structural equation model is used to identify key influencing factors and governance pathways.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>This paper reveals that factors such as industrial foundation, technological innovation capability, social institution environment and government policies have a significant positive impact on the development of digital innovation ecosystem in advanced manufacturing clusters. It constructs a governance model for the digital innovation ecosystem and proposes three major pathways: integration of heterogeneous innovation resources, enhancement of digital capabilities, and fostering digital collaborative governance. The crucial role of digital technology in improving data processing efficiency, optimizing resource allocation and promoting collaboration among entities is emphasized. These pathways can optimize resource allocation, boosting the competitiveness and innovation capacity of clusters.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>By incorporating advanced manufacturing clusters into the digital innovation ecosystem framework, this paper enriches theoretical research on both fronts. It offers specific governance pathways and policy recommendations, providing valuable references and guidance for promoting the digital transformation and ecosystem construction of manufacturing clusters.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"41 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141783839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
EduChatbot: Implementing educational Chatbot for assisting the teaching-learning process by NLP-based hybrid heuristic adopted deep learning framework 教育聊天机器人通过采用深度学习框架的基于 NLP 的混合启发式实现教育聊天机器人,以辅助教学过程
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-23 DOI: 10.1108/k-01-2024-0103
B. Maheswari, Rajganesh Nagarajan
<h3>Purpose</h3><p> A new Chatbot system is implemented to provide both voice-based and textual-based communication to address student queries without any delay. Initially, the input texts are gathered from the chat and then the gathered text is fed to pre-processing techniques like tokenization, stemming of words and removal of stop words. Then, the pre-processed data are given to the Natural Learning Process (NLP) for extracting the features, where the XLnet and Bidirectional Encoder Representations from Transformers (BERT) are utilized to extract the features. From these extracted features, the target-based fused feature pools are obtained. Then, the intent detection is carried out to extract the answers related to the user queries via Enhanced 1D-Convolutional Neural Networks with Long Short Term Memory (E1DCNN-LSTM) where the parameters are optimized using Position Averaging of Binary Emperor Penguin Optimizer with Colony Predation Algorithm (PA-BEPOCPA). Finally, the answers are extracted based on the intent of a particular student’s teaching materials like video, image or text. The implementation results are analyzed through different recently developed Chatbot detection models to validate the effectiveness of the newly developed model.</p><!--/ Abstract__block --><h3>Design/methodology/approach</h3><p> A smart model for the NLP is developed to help education-related institutions for an easy way of interaction between students and teachers with high prediction of accurate data for the given query. This research work aims to design a new educational Chatbot to assist the teaching-learning process with the NLP. The input data are gathered from the user through chats and given to the pre-processing stage, where tokenization, steaming of words and removal of stop words are used. The output data from the pre-processing stage is given to the feature extraction phase where XLnet and BERT are used. In this feature extraction, the optimal features are extracted using hybrid PA-BEPOCPA to maximize the correlation coefficient. The features from XLnet and features from BERT were given to target-based features fused pool to produce optimal features. Here, the best features are optimally selected using developed PA-BEPOCPA for maximizing the correlation among coefficients. The output of selected features is given to E1DCNN-LSTM for implementation of educational Chatbot with high accuracy and precision.</p><!--/ Abstract__block --><h3>Findings</h3><p> The investigation result shows that the implemented model achieves maximum accuracy of 57% more than Bidirectional long short-term memory (BiLSTM), 58% more than One Dimansional Convolutional Neural Network (1DCNN), 59% more than LSTM and 62% more than Ensemble for the given dataset.</p><!--/ Abstract__block --><h3>Originality/value</h3><p> The prediction accuracy was high in this proposed deep learning-based educational Chatbot system when compared with various baseline works.</p><!--/ Abstract__blo
目的 实施一个新的聊天机器人系统,提供基于语音和文本的交流,以便及时解决学生的疑问。首先,从聊天中收集输入文本,然后对收集到的文本进行预处理,如标记化、词干化和删除停滞词。然后,将预处理后的数据交给自然学习过程(NLP)来提取特征,其中使用了 XLnet 和来自变换器的双向编码器表示法(BERT)来提取特征。从这些提取的特征中,可以获得基于目标的融合特征池。然后,通过具有长短期记忆(E1DCNN-LSTM)的增强型一维卷积神经网络(E1DCNN-LSTM)进行意图检测,提取与用户查询相关的答案。最后,根据特定学生的教学材料(如视频、图像或文本)的意图提取答案。通过最近开发的不同聊天机器人检测模型,对实施结果进行了分析,以验证新开发模型的有效性。 设计/方法/途径 针对 NLP 开发了一种智能模型,以帮助教育相关机构实现学生与教师之间的轻松互动,并对给定查询的准确数据进行高度预测。这项研究工作旨在设计一个新的教育聊天机器人,利用 NLP 辅助教学过程。通过聊天从用户那里收集输入数据,并将其交给预处理阶段,在预处理阶段,将使用标记化、蒸馏单词和删除停滞词等方法。来自预处理阶段的输出数据将进入特征提取阶段,在此阶段将使用 XLnet 和 BERT。在特征提取阶段,使用混合 PA-BEPOCPA 提取最佳特征,以最大限度地提高相关系数。来自 XLnet 的特征和来自 BERT 的特征被赋予基于目标的特征融合池,以产生最佳特征。在此,使用开发的 PA-BEPOCPA 优化选择最佳特征,以最大限度地提高系数之间的相关性。研究结果 研究结果表明,对于给定的数据集,所实现的模型比双向长短期记忆(BiLSTM)高出 57%,比一元卷积神经网络(1DCNN)高出 58%,比 LSTM 高出 59%,比 Ensemble 高出 62%。原创性/价值 与各种基线作品相比,这个基于深度学习的教育聊天机器人系统的预测准确率很高。
{"title":"EduChatbot: Implementing educational Chatbot for assisting the teaching-learning process by NLP-based hybrid heuristic adopted deep learning framework","authors":"B. Maheswari, Rajganesh Nagarajan","doi":"10.1108/k-01-2024-0103","DOIUrl":"https://doi.org/10.1108/k-01-2024-0103","url":null,"abstract":"&lt;h3&gt;Purpose&lt;/h3&gt;\u0000&lt;p&gt; A new Chatbot system is implemented to provide both voice-based and textual-based communication to address student queries without any delay. Initially, the input texts are gathered from the chat and then the gathered text is fed to pre-processing techniques like tokenization, stemming of words and removal of stop words. Then, the pre-processed data are given to the Natural Learning Process (NLP) for extracting the features, where the XLnet and Bidirectional Encoder Representations from Transformers (BERT) are utilized to extract the features. From these extracted features, the target-based fused feature pools are obtained. Then, the intent detection is carried out to extract the answers related to the user queries via Enhanced 1D-Convolutional Neural Networks with Long Short Term Memory (E1DCNN-LSTM) where the parameters are optimized using Position Averaging of Binary Emperor Penguin Optimizer with Colony Predation Algorithm (PA-BEPOCPA). Finally, the answers are extracted based on the intent of a particular student’s teaching materials like video, image or text. The implementation results are analyzed through different recently developed Chatbot detection models to validate the effectiveness of the newly developed model.&lt;/p&gt;&lt;!--/ Abstract__block --&gt;\u0000&lt;h3&gt;Design/methodology/approach&lt;/h3&gt;\u0000&lt;p&gt; A smart model for the NLP is developed to help education-related institutions for an easy way of interaction between students and teachers with high prediction of accurate data for the given query. This research work aims to design a new educational Chatbot to assist the teaching-learning process with the NLP. The input data are gathered from the user through chats and given to the pre-processing stage, where tokenization, steaming of words and removal of stop words are used. The output data from the pre-processing stage is given to the feature extraction phase where XLnet and BERT are used. In this feature extraction, the optimal features are extracted using hybrid PA-BEPOCPA to maximize the correlation coefficient. The features from XLnet and features from BERT were given to target-based features fused pool to produce optimal features. Here, the best features are optimally selected using developed PA-BEPOCPA for maximizing the correlation among coefficients. The output of selected features is given to E1DCNN-LSTM for implementation of educational Chatbot with high accuracy and precision.&lt;/p&gt;&lt;!--/ Abstract__block --&gt;\u0000&lt;h3&gt;Findings&lt;/h3&gt;\u0000&lt;p&gt; The investigation result shows that the implemented model achieves maximum accuracy of 57% more than Bidirectional long short-term memory (BiLSTM), 58% more than One Dimansional Convolutional Neural Network (1DCNN), 59% more than LSTM and 62% more than Ensemble for the given dataset.&lt;/p&gt;&lt;!--/ Abstract__block --&gt;\u0000&lt;h3&gt;Originality/value&lt;/h3&gt;\u0000&lt;p&gt; The prediction accuracy was high in this proposed deep learning-based educational Chatbot system when compared with various baseline works.&lt;/p&gt;&lt;!--/ Abstract__blo","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"19 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141783748","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The role of boundary-spanning behaviour in enhancing individual innovation performance: a cross-level investigation 跨边界行为在提高个人创新绩效中的作用:一项跨层面调查
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-23 DOI: 10.1108/k-11-2023-2469
Chengzhao Luo, Haoqing Ding

Purpose

This study aims to investigate the impact of team boundary-spanning behaviours (BSBs) on innovation performance at both individual and team levels. The study specifically focuses on the mediating effects of knowledge sharing and creative self-efficacy, as well as the boosting influence of perceived superior trust.

Design/methodology/approach

This study employs a multi-level structural equation model to examine the data collected from 108 teams and 596 individuals. The aim is to investigate both the direct and indirect effects of BSBs on innovation.

Findings

The findings indicate that BSBs have a dual impact on innovation performance, both directly and indirectly through knowledge sharing and creative self-efficacy. Moreover, this impact is magnified by the perceived confidence from higher-ranking individuals.

Practical implications

The study indicates that managers should cultivate boundary-spanning behaviours (BSBs) and create a trusting environment in order to promote innovation. Facilitating the dissemination of knowledge and enhancing one's belief in their ability to be creative are crucial tactics.

Originality/value

This study provides fresh perspectives on how the behaviours of a team impact the individual results of creativity, emphasising the crucial role of trust in amplifying the beneficial benefits of BSBs on innovation. This study enhances the existing knowledge in the field of organisational behaviour and innovation management by providing a comprehensive analysis of the specific ways in which BSBs influence innovation performance.

目的 本研究旨在探讨团队跨越边界行为(BSB)在个人和团队层面对创新绩效的影响。本研究特别关注知识共享和创新自我效能感的中介效应,以及感知到的上级信任的促进作用。研究结果研究结果表明,BSB 对创新绩效具有双重影响,既有直接影响,也有通过知识共享和创新自我效能间接产生的影响。实践意义研究表明,管理者应培养跨越边界的行为(BSBs)并营造信任环境,以促进创新。本研究为团队行为如何影响个人创造力成果提供了新的视角,强调了信任在扩大跨边界行为对创新的有利影响方面所起的关键作用。本研究通过全面分析 BSB 影响创新绩效的具体方式,增强了组织行为和创新管理领域的现有知识。
{"title":"The role of boundary-spanning behaviour in enhancing individual innovation performance: a cross-level investigation","authors":"Chengzhao Luo, Haoqing Ding","doi":"10.1108/k-11-2023-2469","DOIUrl":"https://doi.org/10.1108/k-11-2023-2469","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aims to investigate the impact of team boundary-spanning behaviours (BSBs) on innovation performance at both individual and team levels. The study specifically focuses on the mediating effects of knowledge sharing and creative self-efficacy, as well as the boosting influence of perceived superior trust.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>This study employs a multi-level structural equation model to examine the data collected from 108 teams and 596 individuals. The aim is to investigate both the direct and indirect effects of BSBs on innovation.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The findings indicate that BSBs have a dual impact on innovation performance, both directly and indirectly through knowledge sharing and creative self-efficacy. Moreover, this impact is magnified by the perceived confidence from higher-ranking individuals.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>The study indicates that managers should cultivate boundary-spanning behaviours (BSBs) and create a trusting environment in order to promote innovation. Facilitating the dissemination of knowledge and enhancing one's belief in their ability to be creative are crucial tactics.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This study provides fresh perspectives on how the behaviours of a team impact the individual results of creativity, emphasising the crucial role of trust in amplifying the beneficial benefits of BSBs on innovation. This study enhances the existing knowledge in the field of organisational behaviour and innovation management by providing a comprehensive analysis of the specific ways in which BSBs influence innovation performance.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"27 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141783749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Green synergy: unveiling the nexus of green supply chain practices, training and innovation for sustainable manufacturing 绿色协同作用:揭示绿色供应链实践、培训和创新之间的联系,促进可持续制造
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-22 DOI: 10.1108/k-02-2024-0483
Asma Javed, Qian Li, Sarmad Ejaz, Abdul Basit, Shermeen Hasan, Fodor Zita Júlia, Md Billal Hossain

Purpose

Due to extensive industrial activities, the manufacturing sector is deteriorating the environment through resource depletion and rising pollution levels which led to a significant transition toward green supply chain practices (GSCP). Therefore, internal and external GSCP and green training (GT) gaining momentous attention. This study aims to explore the interconnections among the internal and external GSCP, GT, green innovation (GI), pro-environmental behavior (PEB), competitive advantage (CA), green knowledge sharing (GKS), green self-efficacy (GSE), environmental and financial performance (EP) and (FP).

Design/methodology/approach

To check the hypothesized model, researchers used cross-sectional data based on survey questionnaires which were gathered from Pakistani manufacturing firms. The theoretical framework was validated through the utilization of partial least square structural equation modeling.

Findings

The findings suggest that internal and external GSCP and GT are correlated with GI, PEB, CA, EP and FP. Additionally, this study discovers that PEB and GI act as intermediaries among internal and external GSCP, GT and CA. GKS positively moderates the connection among internal and external GSCP, and GT, GI, and PEB. Similarly, GSE also serves as a moderator among between PEB and GI.

Research limitations/implications

This study is a significant contribution to the literature by studying potential mediators and moderators that improve the association among outlined constructs. Moreover, findings suggest that firms should adopt an integrated and holistic green approach to combat environmental deterioration, maintain environmental integrity and attain sustainable development.

Originality/value

There is a scarcity of studies concerning the holistic framework of interrelated constructs studied in this research and it is the pioneer research to offer insights with an innovative model and empirical evidence.

目的由于广泛的工业活动,制造业正在通过资源枯竭和污染水平上升来恶化环境,这导致了向绿色供应链实践(GSCP)的重大转变。因此,内外部 GSCP 和绿色培训(GT)日益受到重视。本研究旨在探索内部和外部 GSCP、GT、绿色创新(GI)、亲环境行为(PEB)、竞争优势(CA)、绿色知识共享(GKS)、绿色自我效能(GSE)、环境和财务绩效(EP)和(FP)之间的相互联系。为了验证假设模型,研究人员使用了从巴基斯坦制造企业收集的基于调查问卷的横截面数据。研究结果表明,内部和外部 GSCP 和 GT 与 GI、PEB、CA、EP 和 FP 相关。此外,本研究还发现,PEB 和 GI 在内部和外部 GSCP、GT 和 CA 之间起着中介作用。GKS 对内部和外部 GSCP 与 GT、GI 和 PEB 之间的联系起着积极的调节作用。同样,GSE 也是 PEB 和 GI 之间的调节器。研究局限/意义本研究通过研究潜在的中介和调节器,改善了概述的构念之间的关联,是对文献的重大贡献。此外,研究结果表明,企业应采用综合全面的绿色方法来应对环境恶化、保持环境完整性并实现可持续发展。原创性/价值本研究中研究的相互关联的整体构念框架的研究很少,本研究是通过创新模型和经验证据提供见解的先驱性研究。
{"title":"Green synergy: unveiling the nexus of green supply chain practices, training and innovation for sustainable manufacturing","authors":"Asma Javed, Qian Li, Sarmad Ejaz, Abdul Basit, Shermeen Hasan, Fodor Zita Júlia, Md Billal Hossain","doi":"10.1108/k-02-2024-0483","DOIUrl":"https://doi.org/10.1108/k-02-2024-0483","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Due to extensive industrial activities, the manufacturing sector is deteriorating the environment through resource depletion and rising pollution levels which led to a significant transition toward green supply chain practices (GSCP). Therefore, internal and external GSCP and green training (GT) gaining momentous attention. This study aims to explore the interconnections among the internal and external GSCP, GT, green innovation (GI), pro-environmental behavior (PEB), competitive advantage (CA), green knowledge sharing (GKS), green self-efficacy (GSE), environmental and financial performance (EP) and (FP).</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>To check the hypothesized model, researchers used cross-sectional data based on survey questionnaires which were gathered from Pakistani manufacturing firms. The theoretical framework was validated through the utilization of partial least square structural equation modeling.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The findings suggest that internal and external GSCP and GT are correlated with GI, PEB, CA, EP and FP. Additionally, this study discovers that PEB and GI act as intermediaries among internal and external GSCP, GT and CA. GKS positively moderates the connection among internal and external GSCP, and GT, GI, and PEB. Similarly, GSE also serves as a moderator among between PEB and GI.</p><!--/ Abstract__block -->\u0000<h3>Research limitations/implications</h3>\u0000<p>This study is a significant contribution to the literature by studying potential mediators and moderators that improve the association among outlined constructs. Moreover, findings suggest that firms should adopt an integrated and holistic green approach to combat environmental deterioration, maintain environmental integrity and attain sustainable development.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>There is a scarcity of studies concerning the holistic framework of interrelated constructs studied in this research and it is the pioneer research to offer insights with an innovative model and empirical evidence.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"6 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141754126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Navigating uncertainties: impact of supply chain resilience on organizational performance, mediated and moderated model: Pakistan manufacturing sector case 驾驭不确定性:供应链复原力对组织绩效的影响,中介和调节模型:巴基斯坦制造业案例
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-22 DOI: 10.1108/k-02-2024-0380
Saqib Mehmood, Samera Nazir, Jianqiang Fan, Zarish Nazir

Purpose

This study aimed to investigate the relationship between supply chain resilience and organizational performance with innovation as a mediator and information sharing as a moderator.

Design/methodology/approach

The study thoroughly explored how supply chain resilience, organizational performance, innovation and information sharing are connected. It used an exploratory approach and quantitative methods. Data were collected from large manufacturing firms through online questionnaire surveys using Google Forms, emails and WhatsApp.

Findings

The findings demonstrated that supply chain resilience positively impacts sustainability efforts. Furthermore, leveraging innovation and effective information sharing mediated and moderated the relationship, playing pivotal roles in enhancing sustainability within the supply chain.

Research limitations/implications

The study provided actionable insights for businesses to strengthen their sustainability efforts. Managers could utilize these findings to implement strategies that enhance supply chain resilience, drive innovation and promote effective information sharing, ultimately leading to a more sustainable supply chain.

Originality/value

This study contributed to the existing body of knowledge by examining the complex relationships between supply chain resilience, organizational performance, innovation and information sharing in the context of achieving sustainability. The exploration of these components in a holistic manner added originality to the research and shed light on effective strategies for sustainable supply chain management.

设计/方法/途径本研究深入探讨了供应链应变能力、组织绩效、创新和信息共享之间的关系。研究采用了探索性方法和定量方法。通过使用谷歌表单、电子邮件和 WhatsApp 进行在线问卷调查,从大型制造企业收集数据。此外,利用创新和有效的信息共享对这种关系起到了中介和调节作用,在增强供应链的可持续发展方面发挥了关键作用。管理者可以利用这些研究结果来实施提高供应链适应力、推动创新和促进有效信息共享的战略,最终实现更可持续的供应链。原创性/价值本研究通过考察供应链适应力、组织绩效、创新和实现可持续发展背景下的信息共享之间的复杂关系,为现有知识体系做出了贡献。以整体的方式对这些组成部分进行探讨,增加了研究的原创性,并为可持续供应链管理的有效战略提供了启示。
{"title":"Navigating uncertainties: impact of supply chain resilience on organizational performance, mediated and moderated model: Pakistan manufacturing sector case","authors":"Saqib Mehmood, Samera Nazir, Jianqiang Fan, Zarish Nazir","doi":"10.1108/k-02-2024-0380","DOIUrl":"https://doi.org/10.1108/k-02-2024-0380","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aimed to investigate the relationship between supply chain resilience and organizational performance with innovation as a mediator and information sharing as a moderator.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The study thoroughly explored how supply chain resilience, organizational performance, innovation and information sharing are connected. It used an exploratory approach and quantitative methods. Data were collected from large manufacturing firms through online questionnaire surveys using Google Forms, emails and WhatsApp.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The findings demonstrated that supply chain resilience positively impacts sustainability efforts. Furthermore, leveraging innovation and effective information sharing mediated and moderated the relationship, playing pivotal roles in enhancing sustainability within the supply chain.</p><!--/ Abstract__block -->\u0000<h3>Research limitations/implications</h3>\u0000<p>The study provided actionable insights for businesses to strengthen their sustainability efforts. Managers could utilize these findings to implement strategies that enhance supply chain resilience, drive innovation and promote effective information sharing, ultimately leading to a more sustainable supply chain.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This study contributed to the existing body of knowledge by examining the complex relationships between supply chain resilience, organizational performance, innovation and information sharing in the context of achieving sustainability. The exploration of these components in a holistic manner added originality to the research and shed light on effective strategies for sustainable supply chain management.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"18 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141738435","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The research landscape on generative artificial intelligence: a bibliometric analysis of transformer-based models 生成式人工智能的研究现状:基于变压器模型的文献计量分析
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-19 DOI: 10.1108/k-03-2024-0554
Giulio Marchena Sekli

Purpose

The aim of this study is to offer valuable insights to businesses and facilitate better understanding on transformer-based models (TBMs), which are among the widely employed generative artificial intelligence (GAI) models, garnering substantial attention due to their ability to process and generate complex data.

Design/methodology/approach

Existing studies on TBMs tend to be limited in scope, either focusing on specific fields or being highly technical. To bridge this gap, this study conducts robust bibliometric analysis to explore the trends across journals, authors, affiliations, countries and research trajectories using science mapping techniques – co-citation, co-words and strategic diagram analysis.

Findings

Identified research gaps encompass the evolution of new closed and open-source TBMs; limited exploration across industries like education and disciplines like marketing; a lack of in-depth exploration on TBMs' adoption in the health sector; scarcity of research on TBMs' ethical considerations and potential TBMs' performance research in diverse applications, like image processing.

Originality/value

The study offers an updated TBMs landscape and proposes a theoretical framework for TBMs' adoption in organizations. Implications for managers and researchers along with suggested research questions to guide future investigations are provided.

目的本研究旨在为企业提供有价值的见解,并促进更好地理解基于变压器的模型(TBM),TBM 是广泛使用的生成式人工智能(GAI)模型之一,因其处理和生成复杂数据的能力而备受关注。为了弥补这一不足,本研究采用科学图谱技术--共引、共词和战略图表分析--进行了可靠的文献计量分析,以探索期刊、作者、所属单位、国家和研究轨迹之间的趋势。研究结果确定的研究空白包括:新的封闭式和开源 TBM 的演变;对教育等行业和营销等学科的探索有限;缺乏对卫生部门采用 TBM 的深入探讨;缺乏对 TBM 的道德考虑因素的研究,以及对图像处理等不同应用中潜在的 TBM 性能的研究。该研究为管理人员和研究人员提供了启示,并提出了指导未来调查的研究问题。
{"title":"The research landscape on generative artificial intelligence: a bibliometric analysis of transformer-based models","authors":"Giulio Marchena Sekli","doi":"10.1108/k-03-2024-0554","DOIUrl":"https://doi.org/10.1108/k-03-2024-0554","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>The aim of this study is to offer valuable insights to businesses and facilitate better understanding on transformer-based models (TBMs), which are among the widely employed generative artificial intelligence (GAI) models, garnering substantial attention due to their ability to process and generate complex data.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Existing studies on TBMs tend to be limited in scope, either focusing on specific fields or being highly technical. To bridge this gap, this study conducts robust bibliometric analysis to explore the trends across journals, authors, affiliations, countries and research trajectories using science mapping techniques – co-citation, co-words and strategic diagram analysis.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Identified research gaps encompass the evolution of new closed and open-source TBMs; limited exploration across industries like education and disciplines like marketing; a lack of in-depth exploration on TBMs' adoption in the health sector; scarcity of research on TBMs' ethical considerations and potential TBMs' performance research in diverse applications, like image processing.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The study offers an updated TBMs landscape and proposes a theoretical framework for TBMs' adoption in organizations. Implications for managers and researchers along with suggested research questions to guide future investigations are provided.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"52 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141738462","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pricing decision of service systems based on the combined effect of multiple customer psychology 基于多种顾客心理综合效应的服务系统定价决策
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-19 DOI: 10.1108/k-04-2024-0942
Tao Jiang, Zitong Zhang

Purpose

Customers will develop a stronger desire to purchase when more people are waiting in line for service due to the herding effect. However, this also leads to longer queue times, causing customers to experience a waiting patience time. This study examines these two psychological aspects of delay-sensitive customers in service systems, considering both homogeneous and heterogeneous customer scenarios to explore the optimal pricing strategy for service providers.

Design/methodology/approach

Using queueing theory, we construct and optimally solve the customer's service utility function and the service provider's service revenue function. Further, the model is extended to account for heterogeneous customers, solving the utility and revenue functions accordingly.

Findings

Results show that service revenue increases with the intensity of herding behavior and the length of patience time. If customers have low herding intensity and short patience time, the service provider only needs to serve a portion of the customers. For heterogeneous customers, if a large proportion exhibits high herding intensity, the service provider should focus on serving them. Otherwise, the service provider should serve all high-intensity herding customers while striving to attract low-intensity herding customers.

Originality/value

This paper considers the combined utility of multiple customer psychology and examines homogeneous and heterogeneous customers. The findings provide valuable managerial insights for service providers' pricing and service strategies.

目的由于羊群效应,当更多人排队等候服务时,顾客会产生更强的购买欲望。然而,这也会导致排队时间延长,使顾客体验到等待的耐心。本研究考察了服务系统中对延迟敏感的顾客的这两个心理方面,同时考虑了同质和异质顾客的情况,以探讨服务提供商的最优定价策略。设计/方法/途径利用排队理论,我们构建并优化求解了顾客的服务效用函数和服务提供商的服务收益函数。研究结果结果表明,服务收入会随着顾客群聚行为的强度和耐心等待时间的长短而增加。如果客户的羊群行为强度低、耐心时间短,则服务提供商只需为部分客户提供服务。对于异质客户,如果大部分客户表现出较高的羊群行为强度,服务提供商就应重点为他们提供服务。本文考虑了多种顾客心理的综合效用,并研究了同质顾客和异质顾客。研究结果为服务提供商的定价和服务策略提供了宝贵的管理启示。
{"title":"Pricing decision of service systems based on the combined effect of multiple customer psychology","authors":"Tao Jiang, Zitong Zhang","doi":"10.1108/k-04-2024-0942","DOIUrl":"https://doi.org/10.1108/k-04-2024-0942","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Customers will develop a stronger desire to purchase when more people are waiting in line for service due to the herding effect. However, this also leads to longer queue times, causing customers to experience a waiting patience time. This study examines these two psychological aspects of delay-sensitive customers in service systems, considering both homogeneous and heterogeneous customer scenarios to explore the optimal pricing strategy for service providers.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Using queueing theory, we construct and optimally solve the customer's service utility function and the service provider's service revenue function. Further, the model is extended to account for heterogeneous customers, solving the utility and revenue functions accordingly.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Results show that service revenue increases with the intensity of herding behavior and the length of patience time. If customers have low herding intensity and short patience time, the service provider only needs to serve a portion of the customers. For heterogeneous customers, if a large proportion exhibits high herding intensity, the service provider should focus on serving them. Otherwise, the service provider should serve all high-intensity herding customers while striving to attract low-intensity herding customers.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This paper considers the combined utility of multiple customer psychology and examines homogeneous and heterogeneous customers. The findings provide valuable managerial insights for service providers' pricing and service strategies.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"62 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141738436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A systematic literature review and bibliometric analysis of green procurement 关于绿色采购的系统文献综述和文献计量分析
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-19 DOI: 10.1108/k-05-2023-0848
Lan Wang, Hua Song, Yudong Yang, Mengwei Han

Purpose

Previous literature reviews mainly focus on green supply chain, however, there is surprisingly little effort made in the systematic literature review to focus on a specific function of green supply chain, i.e. green procurement (GP). Regarding research methodology, most reviews are qualitative and inductive generalizations. Quantitative methods such as bibliometrics have started to be applied in recent years. This paper responds to this trend by counting the largest amount of literature with 238 articles in the last 24 years from 2000 to 2023 to visually analyze different theoretical perspectives and research topics into a comprehensive framework and identify future research directions and opportunities in the GP field.

Design/methodology/approach

Based on CiteSpace and in-depth content analysis, this paper attempts to visually analyze 238 valid papers to identify key literature and analyze the evolution of research hot spots and frontier development trends.

Findings

Combined with the visualization results and the content analysis of key references, we identify key literature and examine the evolution of research hotspots and frontier development trends. The bibliometric analysis mainly includes knowledge mapping to identify key themes, co-occurrence and clustering analysis of keywords, cooperation networks in researchers' countries. An overall GP research model is presented and our research suggests future avenues for GP research, such as low carbon, digitalization, servitization and ecosystem perspectives.

Originality/value

Firstly, in terms of time and volume of literature, we have counted the most comprehensive and up-to-date literature in the field of GP research, which is conducive to further expanding and enriching GP research. Secondly, this study clearly describes the theoretical evolution of GP research from bilateral and multilateral to ecosystem perspectives, and constructs a new and comprehensive research framework of “driver-practice-outcome”. Thirdly, based on the bibliometric analysis results, our research suggests future avenues for GP research, such as low-carbon, digitalization, servitization, and ecosystem perspectives, which can contribute to expanding our understanding of GP development.

目的以往的文献综述主要关注绿色供应链,但令人惊讶的是,系统性文献综述很少关注绿色供应链的特定功能,即绿色采购(GP)。在研究方法方面,大多数综述都是定性和归纳概括性的。近年来,文献计量学等定量方法开始得到应用。本文顺应这一趋势,统计了从 2000 年到 2023 年这 24 年间数量最多的 238 篇文献,将不同的理论视角和研究课题纳入一个综合框架进行直观分析,并确定 GP 领域未来的研究方向和机遇。设计/方法/途径本文基于CiteSpace和深入的内容分析,尝试对238篇有效论文进行可视化分析,找出关键文献,分析研究热点和前沿发展趋势的演变。文献计量分析主要包括识别关键主题的知识图谱、关键词的共现和聚类分析、研究人员所在国家的合作网络。首先,从时间和文献量上看,我们统计的文献是 GP 研究领域最全面、最新的文献,有利于进一步拓展和丰富 GP 研究。其次,本研究清晰地描述了GP研究从双边、多边到生态系统视角的理论演进,构建了 "驱动-实践-成果 "的全新综合研究框架。第三,基于文献计量分析结果,我们的研究提出了未来全球契约研究的发展方向,如低碳、数字化、服务化和生态系统视角等,有助于拓展我们对全球契约发展的理解。
{"title":"A systematic literature review and bibliometric analysis of green procurement","authors":"Lan Wang, Hua Song, Yudong Yang, Mengwei Han","doi":"10.1108/k-05-2023-0848","DOIUrl":"https://doi.org/10.1108/k-05-2023-0848","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Previous literature reviews mainly focus on green supply chain, however, there is surprisingly little effort made in the systematic literature review to focus on a specific function of green supply chain, i.e. green procurement (GP). Regarding research methodology, most reviews are qualitative and inductive generalizations. Quantitative methods such as bibliometrics have started to be applied in recent years. This paper responds to this trend by counting the largest amount of literature with 238 articles in the last 24 years from 2000 to 2023 to visually analyze different theoretical perspectives and research topics into a comprehensive framework and identify future research directions and opportunities in the GP field.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Based on CiteSpace and in-depth content analysis, this paper attempts to visually analyze 238 valid papers to identify key literature and analyze the evolution of research hot spots and frontier development trends.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Combined with the visualization results and the content analysis of key references, we identify key literature and examine the evolution of research hotspots and frontier development trends. The bibliometric analysis mainly includes knowledge mapping to identify key themes, co-occurrence and clustering analysis of keywords, cooperation networks in researchers' countries. An overall GP research model is presented and our research suggests future avenues for GP research, such as low carbon, digitalization, servitization and ecosystem perspectives.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>Firstly, in terms of time and volume of literature, we have counted the most comprehensive and up-to-date literature in the field of GP research, which is conducive to further expanding and enriching GP research. Secondly, this study clearly describes the theoretical evolution of GP research from bilateral and multilateral to ecosystem perspectives, and constructs a new and comprehensive research framework of “driver-practice-outcome”. Thirdly, based on the bibliometric analysis results, our research suggests future avenues for GP research, such as low-carbon, digitalization, servitization, and ecosystem perspectives, which can contribute to expanding our understanding of GP development.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"26 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141738437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Towards a unified ontology of cybernetics: bridging mechanology and CAS for cooperative societies through thematic synthesis 建立统一的控制论本体论:通过专题综合,为合作社会架起机械学与科学院之间的桥梁
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-18 DOI: 10.1108/k-03-2024-0553
Camilo Osejo-Bucheli

Purpose

This paper aims to conceptually unite an ontology of cybernetics, bridging living and technical systems, to facilitate future epistemological and theoretical advancements applicable to highly technical societies by crafting a set of definitions that elucidate the nature of the world in which these systems operate.

Design/methodology/approach

The research uses a thematic synthesis of two systems/cybernetic traditions: complex adaptive systems and mechanology. The primary sources for this research were the main theses and correlated papers published in the Simondon case for mechanology, and the seminal literature preselected by the Santa Fe Institute for complex adaptive systems.

Findings

The study proposes the following concepts: Individuation: the emergence of new properties in an individual composed of synergistically related parts; Technical evolution: the notion that technical objects evolve into living beings; circular causality: the notion that feedback and feedforward processes shape the organisation and structure of systems and their relationship with the environment; The milieu refers to the part of the environment that has a relationship of co-production, co-dependency, and co-evolution with systems. Metastability is a state that transcends stability and instability and motivates changes in the system. Transduction is the cumulative process of individuation in which systems change structure and organization to maintain operational coherence with their surroundings.

Originality/value

The concepts the paper identifies can serve as a starting point for an extended study on the ontology of cybernetics or as the basis for an evolutionary epistemology both in humans and machines.

目的本文旨在从概念上统一控制论的本体论,将生命系统和技术系统连接起来,通过制定一系列定义来阐明这些系统运行的世界的本质,从而促进未来适用于高度技术化社会的认识论和理论进步。本研究的主要资料来源是西蒙东案例中发表的关于机械学的主要论文和相关论文,以及圣达菲研究所预选的关于复杂适应系统的开创性文献:个体化:由协同相关的部分组成的个体出现新的属性;技术进化:技术对象进化为生命体的概念;循环因果关系:反馈和前馈过程塑造系统的组织和结构及其与环境的关系的概念;环境是指与系统具有共同生产、共同依赖和共同进化关系的环境部分。易变性是一种超越稳定性和不稳定性的状态,是系统变化的动力。Transduction 是个体化的累积过程,在这一过程中,系统改变结构和组织,以保持与周围环境的运行一致性。 原创性/价值本文确定的概念可作为控制论本体论扩展研究的起点,或作为人类和机器进化认识论的基础。
{"title":"Towards a unified ontology of cybernetics: bridging mechanology and CAS for cooperative societies through thematic synthesis","authors":"Camilo Osejo-Bucheli","doi":"10.1108/k-03-2024-0553","DOIUrl":"https://doi.org/10.1108/k-03-2024-0553","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This paper aims to conceptually unite an ontology of cybernetics, bridging living and technical systems, to facilitate future epistemological and theoretical advancements applicable to highly technical societies by crafting a set of definitions that elucidate the nature of the world in which these systems operate.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The research uses a thematic synthesis of two systems/cybernetic traditions: complex adaptive systems and mechanology. The primary sources for this research were the main theses and correlated papers published in the Simondon case for mechanology, and the seminal literature preselected by the Santa Fe Institute for complex adaptive systems.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The study proposes the following concepts: Individuation: the emergence of new properties in an individual composed of synergistically related parts; Technical evolution: the notion that technical objects evolve into living beings; circular causality: the notion that feedback and feedforward processes shape the organisation and structure of systems and their relationship with the environment; The milieu refers to the part of the environment that has a relationship of co-production, co-dependency, and co-evolution with systems. Metastability is a state that transcends stability and instability and motivates changes in the system. Transduction is the cumulative process of individuation in which systems change structure and organization to maintain operational coherence with their surroundings.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The concepts the paper identifies can serve as a starting point for an extended study on the ontology of cybernetics or as the basis for an evolutionary epistemology both in humans and machines.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"92 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141738304","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identifying city bus passenger ridership patterns: a mixed-method analysis 识别城市公交乘客的乘车模式:混合方法分析
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-07-16 DOI: 10.1108/k-01-2024-0113
Keng-Chieh Yang

Purpose

This study uses big data analysis aimed at discovering city bus passenger ridership patterns. Hence, marketing managers can get sufficient insights to formulate effective business plans and make timely decisions about company operations.

Design/methodology/approach

This study uses a mixed-method analysis to analyze the results. First uses the RFM (recency, frequency, and monetary) model combined with a big data technique (K-means) to analyze bus passenger boarding behavior. In order to improve the validity and quality of the research, this study also conducted interviews with senior managers of the bus company from which the data was obtained.

Findings

The study identifies six distinct groups of passengers with different boarding behaviors, ranging from “general passengers” to “most valuable passengers”. General passengers constituted the largest group. As such, they should be the main target for municipal governments when promoting bus ridership as part of energy conservation and carbon-reduction activities. This group of passengers should be encouraged to take public transport vehicles more, instead of relying on personal vehicles. The fourth group identified included elderly passengers with hospitals as their destinations. Bus companies can cooperate with municipal government to provide morning “medical bus” services for the elderly. Interviews with bus company managers confirmed that the analytical results of this study correspond with the observations, experiences, and actual business operating plans of bus companies.

Originality/value

Only few studies have analyzed passengers' boarding behavior applying a mixed-method analysis.

目的本研究采用大数据分析,旨在发现城市公交乘客的乘车模式。本研究采用混合方法分析结果。首先使用 RFM(重复性、频率和货币)模型结合大数据技术(K-means)来分析公交乘客的上车行为。为了提高研究的有效性和质量,本研究还对获取数据的公交公司的高级管理人员进行了访谈。 研究结果本研究确定了六个不同的乘客群体,他们的上车行为各不相同,从 "一般乘客 "到 "最有价值乘客 "不等。普通乘客是最大的群体。因此,作为节能减碳活动的一部分,市政府在促进公交车乘客数量时应以他们为主要目标。应鼓励这部分乘客更多地乘坐公共交通工具,而不是依赖私家车。第四类乘客包括以医院为目的地的老年乘客。公交公司可与市政府合作,为老年人提供 "医疗早班车 "服务。与公交公司管理人员的访谈证实,本研究的分析结果符合公交公司的观察、经验和实际业务运营计划。
{"title":"Identifying city bus passenger ridership patterns: a mixed-method analysis","authors":"Keng-Chieh Yang","doi":"10.1108/k-01-2024-0113","DOIUrl":"https://doi.org/10.1108/k-01-2024-0113","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study uses big data analysis aimed at discovering city bus passenger ridership patterns. Hence, marketing managers can get sufficient insights to formulate effective business plans and make timely decisions about company operations.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>This study uses a mixed-method analysis to analyze the results. First uses the RFM (recency, frequency, and monetary) model combined with a big data technique (K-means) to analyze bus passenger boarding behavior. In order to improve the validity and quality of the research, this study also conducted interviews with senior managers of the bus company from which the data was obtained.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The study identifies six distinct groups of passengers with different boarding behaviors, ranging from “general passengers” to “most valuable passengers”. General passengers constituted the largest group. As such, they should be the main target for municipal governments when promoting bus ridership as part of energy conservation and carbon-reduction activities. This group of passengers should be encouraged to take public transport vehicles more, instead of relying on personal vehicles. The fourth group identified included elderly passengers with hospitals as their destinations. Bus companies can cooperate with municipal government to provide morning “medical bus” services for the elderly. Interviews with bus company managers confirmed that the analytical results of this study correspond with the observations, experiences, and actual business operating plans of bus companies.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>Only few studies have analyzed passengers' boarding behavior applying a mixed-method analysis.</p><!--/ Abstract__block -->","PeriodicalId":49930,"journal":{"name":"Kybernetes","volume":"5 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141614186","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Kybernetes
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1