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Public interest or individual benefit: biased perception toward Chinese redistributive policies 公共利益还是个人利益:对中国再分配政策的认识偏差
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-09-10 DOI: 10.1108/k-05-2024-1303
Tian Liu, Meng Shen

Purpose

Redistributive policies aim to reduce income disparities and improve social equity. This study investigates whether redistributive effects that successfully diminish objective income inequality also effectively alter people’s perceptions of inequality.

Design/methodology/approach

Utilizing data from the 2018 China Household Income Survey (CHIP), comprising 56,167 individuals, this study applies ordered probability regression (Oprobit) and ordinary least squares (OLS) for analysis. To address potential biases in estimates, we employed the generalized propensity score matching (GPSM) method to estimate the treatment effect of transfer income on perceptions of inequality.

Findings

The results indicate that while China’s redistribution policies effectively reduce income disparities, they do not improve perceptions of inequality. Individuals exhibit biased attitudes toward redistributive policies. Specifically, perceptions of inequality are insensitive to the overall redistributive effect; the relationship is negative among the poor but positive among the rich. This contradictory pattern may be attributed to perceived income losses among the rich and gains among the poor.

Social implications

The findings have important implications for policy development. Redistribution policies should not only aim to mitigate income disparities but also address and improve people’s perceptions of inequality.

Originality/value

Existing literature has largely overlooked the impact of redistribution on perceived income inequality. This study represents an early effort to explore whether redistributive policies that reduce income inequality also influence people’s perceptions of inequality.

目的再分配政策旨在缩小收入差距,改善社会公平。本研究探讨了成功缩小客观收入不平等的再分配效应是否也能有效改变人们对不平等的认知。设计/方法/途径本研究利用 2018 年中国居民收入调查(CHIP)的数据(共 56167 人),采用有序概率回归(Oprobit)和普通最小二乘法(OLS)进行分析。为了解决估计中可能存在的偏差,我们采用了广义倾向得分匹配法(GPSM)来估计转移性收入对不平等感的处理效果。研究结果表明,虽然中国的再分配政策有效地缩小了收入差距,但并没有改善人们对不平等的看法。个人对再分配政策的态度存在偏差。具体而言,对不平等的看法对总体再分配效果并不敏感;在穷人中这种关系是负的,而在富人中则是正的。这一矛盾模式可能是由于富人认为收入减少,而穷人认为收入增加。现有文献在很大程度上忽视了再分配对收入不平等感的影响。本研究是探索减少收入不平等的再分配政策是否也会影响人们对不平等的看法的早期尝试。
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引用次数: 0
Mobilizing DevOps: exploration of DevOps adoption in mobile software development 移动 DevOps:探索在移动软件开发中采用 DevOps
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-09-10 DOI: 10.1108/k-04-2024-0989
Busra Ozdenizci Kose

Purpose

The purpose of this study is to investigate the factors facilitating and influencing the adoption of DevOps practices specifically tailored to mobile software development, with a focus on understanding the influence of mobile-specific requirements on DevOps integration.

Design/methodology/approach

The study employs a qualitative methodology, including a literature review, exploratory case research and partial quantitative assessments through DORA metrics and survey applications. This approach, guided by the Technology-Organization-Environment (TOE) framework, prioritizes in-depth insights into the adoption of DevOps practices and explores strategies for integrating DevOps in mobile software development.

Findings

The research identifies several key themes specific to Mobile DevOps adoption, including tool integration issues, testing complexities, deployment challenges and security concerns. These findings underscore the necessity for tailored DevOps solutions that can effectively address the unique demands of mobile software development. The study also proposes actionable strategies to overcome these challenges, thereby enhancing the efficiency, quality and security of mobile applications.

Practical implications

The insights gained from this study provide valuable guidance for practitioners in the mobile software development sector. By understanding and addressing the specific challenges of Mobile DevOps, organizations can improve their DevOps practices and achieve better outcomes in terms of project delivery speed, quality and security. For example, implementing robust testing strategies, investing in compatible tools and developing well-defined rollback procedures can significantly enhance Mobile DevOps effectiveness. Furthermore, incorporating continuous security measures and improving cross-functional collaboration can lead to more secure and efficient mobile application deployments.

Social implications

This study offers valuable starting points for researching Mobile DevOps in real-world settings, based on insights from practical DevOps implementations in a single-case organization. Organizations can use this information to compare their own DevOps approaches with those of the studied organization, and can facilitate self-assessment and improvement.

Originality/value

This study contributes to the limited literature on Mobile DevOps adoption and proposing actionable strategies. By incorporating the TOE framework, it provides a comprehensive guide that enhances understanding and management of DevOps practices throughout the mobile application development lifecycle and offers significant value to practitioners and researchers alike.

本研究旨在调查促进和影响采用专门针对移动软件开发的 DevOps 实践的因素,重点是了解移动特定需求对 DevOps 整合的影响。本研究采用定性方法,包括文献综述、探索性案例研究以及通过 DORA 指标和调查应用进行的部分定量评估。这种方法以技术-组织-环境(TOE)框架为指导,优先深入了解 DevOps 实践的采用情况,并探索将 DevOps 集成到移动软件开发中的策略。研究结果本研究确定了与采用移动 DevOps 有关的几个关键主题,包括工具集成问题、测试复杂性、部署挑战和安全问题。这些发现强调了定制 DevOps 解决方案的必要性,这些解决方案可以有效地满足移动软件开发的独特需求。本研究还提出了克服这些挑战的可行策略,从而提高移动应用的效率、质量和安全性。通过了解和应对移动 DevOps 的具体挑战,企业可以改进其 DevOps 实践,并在项目交付速度、质量和安全性方面取得更好的成果。例如,实施稳健的测试策略、投资于兼容的工具并制定定义明确的回滚程序,可以大大提高移动 DevOps 的效率。此外,采取持续的安全措施和加强跨职能部门的协作,可以提高移动应用部署的安全性和效率。 社会意义本研究基于在单个案例组织中实际实施 DevOps 的启示,为在现实环境中研究移动 DevOps 提供了宝贵的起点。各组织可以利用这些信息将自己的 DevOps 方法与所研究组织的方法进行比较,从而促进自我评估和改进。原创性/价值本研究为有关移动 DevOps 应用的有限文献做出了贡献,并提出了可行的策略。通过结合 TOE 框架,它提供了一个全面的指南,可在整个移动应用程序开发生命周期中增强对 DevOps 实践的理解和管理,并为从业人员和研究人员提供重要价值。
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引用次数: 0
Financing creativity: how state-owned and foreign ownership shape innovation engagement in China 为创造力融资:国有和外资如何影响中国的创新参与
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-09-06 DOI: 10.1108/k-03-2024-0797
Shanshan Yue, Bajuri Hafiz Norkhairul, Saleh F.A. Khatib, Yini Lee

Purpose

This study delves into the nuanced relationship between financial constraints, ownership structures (state-owned and foreign) and innovation engagement within China’s A-share market, aiming to uncover how these dynamics vary across different industries and regional contexts.

Design/methodology/approach

By retrieving data from various datasets in China (2010–2022), this study analyzed the effectiveness of each variable, employing various dimensions to reflect innovation engagement among Chinese listed companies. Meanwhile, for the measurement of financial constraints, this study tested all four typical ones and opted for the KZ Index, as it is the most suitable for China’s A-share market. Then, by fixing the industry and year effects, the study examined the main and moderating effects. At last, in order to address endogeneity issues and capture the dynamic nature of innovation activities, this study follow the suggestion of Khatib (2024) and employed the two-step system Generalized Method of Moments (GMM) estimation.

Findings

The results demonstrate that while the government has introduced many policies to promote innovation, state-owned ownership does not consistently enhance innovation engagement as expected, especially when firms are in financial dilemma. Particularly, in Hi-tech industries, foreign ownership demonstrates greater interest and confidence in the innovation capabilities of China’s A-share market. Findings also reveal significant regional heterogeneity in the moderating role of ownership structures. While state-owned and foreign ownerships have a buffering effect against financial constraints in the eastern and western regions, but this effect is notably different in the middle part, even though it is China’s political heartland.

Originality/value

The findings offer a different insight for policymakers and corporate strategists, suggesting that targeted financial and regulatory policies that leverage specific ownership structures can foster innovation in different ways, particularly in financially constrained environments. However, how to stimulate innovation vitality in the middle part of China still requires further research.

本研究探讨了中国 A 股市场中财务约束、所有权结构(国有和外资)与创新参与度之间的微妙关系,旨在揭示这些动态因素在不同行业和地区背景下的差异。设计/方法/途径本研究通过检索中国各种数据集(2010-2022 年)中的数据,分析了各个变量的有效性,并采用不同维度来反映中国上市公司的创新参与度。同时,对于财务约束的测量,本研究测试了所有四种典型的财务约束,并选择了最适合中国 A 股市场的 KZ 指数。然后,通过固定行业效应和年份效应,研究了主要效应和调节效应。最后,为了解决内生性问题并捕捉创新活动的动态性质,本研究采纳了 Khatib(2024)的建议,采用了两步系统广义矩法(GMM)进行估计。特别是在高科技行业,外资对中国 A 股市场的创新能力表现出更大的兴趣和信心。研究结果还显示,所有权结构的调节作用具有显著的地区差异性。研究结果为政策制定者和企业战略家提供了不同的见解,表明利用特定所有制结构的有针对性的金融和监管政策能够以不同的方式促进创新,尤其是在金融紧缩的环境中。然而,如何激发中国中部地区的创新活力仍需进一步研究。
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引用次数: 0
An integrated decision-making model for green supplier selection based on AIOWA-CRITIC and CPT-TOPSIS: a case study of China 基于 AIOWA-CRITIC 和 CPT-TOPSIS 的绿色供应商选择综合决策模型:中国案例研究
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-09-05 DOI: 10.1108/k-04-2024-1110
Hui Zhao, Chen Lu, Simeng Wang

Purpose

As environmental protection and sustainable development become more widely recognized, greater emphasis has been placed on the significance of green supplier selection (GSS), which can support businesses both upstream and downstream in enhancing their environmental performance while preserving their strategic competitiveness. Therefore, this paper aims to propose a new framework to study GSS.

Design/methodology/approach

Firstly, this paper establishes a GSS evaluation criteria system including product competitiveness, green performance, quality of service and enterprise social responsibility. Secondly, based on the spherical fuzzy sets (SFSs), the Average Induction Ordered Weighted Averaging Operator-Criteria Importance Through Inter Criteria Correlation (AIOWA-CRITIC) method is used to determine the subjective and objective weights and the combination of weights are determined by game theory. In addition, the GSS framework is constructed by the Cumulative Prospect Theory-Technique for Order Preference by Similarity to Ideal Solution (CPT-TOPSIS) method. Finally, the validity and robustness of the framework is verified through sensitivity comparative and ablation analysis.

Findings

The results show that Y3 is the most promising green supplier in China. This study provides a feasible guidance for GSS, which is important for the greening process of the whole supply chain.

Originality/value

Under spherical fuzzy sets, AIOWA and CRITIC are used to determine weights of indicators. CPT and TOPSIS are combined to construct a decision model, considering the ambiguity and uncertainty of information and the risk attitudes of decision-makers.

目的 随着环境保护和可持续发展日益得到广泛认可,绿色供应商选择(GSS)的意义也越来越受到重视,它可以帮助上下游企业在提高环境绩效的同时保持战略竞争力。因此,本文旨在提出研究绿色供应商选择的新框架。首先,本文建立了包括产品竞争力、绿色绩效、服务质量和企业社会责任在内的绿色供应商选择评价标准体系。其次,在球形模糊集(SFS)的基础上,采用平均归纳有序加权平均运算器--通过标准间相关性确定标准重要性(AIOWA-CRITIC)的方法确定主观权重和客观权重,并通过博弈论确定权重组合。此外,还采用累积前景理论--与理想解相似的排序偏好技术(CPT-TOPSIS)方法构建了 GSS 框架。研究结果表明,Y3 是中国最具潜力的绿色供应商。本研究为 GSS 提供了可行的指导,对整个供应链的绿色化进程具有重要意义。原创性/价值在球形模糊集下,使用 AIOWA 和 CRITIC 确定指标权重。考虑到信息的模糊性和不确定性以及决策者的风险态度,将 CPT 和 TOPSIS 结合起来构建决策模型。
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引用次数: 0
The dark side of gamification: an experimental study on digital fitness apps 游戏化的阴暗面:关于数字健身应用程序的实验研究
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-08-30 DOI: 10.1108/k-03-2024-0792
Zhijian Bai, Cheng Xu, Aimaitijiang Ailikamujiang, Yanqi Sun

Purpose

This study, anchored in Self-Determination Theory, explores the paradoxical effects of gamification on digital health promotion, focusing on user engagement, physical activity adherence, stress levels and social dynamics.

Design/methodology/approach

In a preregistered experimental design, participants interacted with one of three fitness apps: a non-gamified control app, a competition-based gamified app (GameFit) or a self-exploration-based gamified app (ExploreFit). Quantitative data were collected through scales measuring key variables, and qualitative insights were gathered from structured diaries.

Findings

Gamification significantly enhanced user engagement and physical activity adherence. However, competition-based gamification also increased stress and negative social dynamics, with gender-specific effects: females experienced higher stress and males encountered more negative social dynamics. These adverse effects were mitigated in the ExploreFit group, suggesting that self-exploration elements in gamification can reduce negative outcomes.

Originality/value

This research offers a comprehensive analysis of the complex interplay between gamification, competition, self-exploration and health outcomes. It provides valuable insights for the design of persuasive technologies, highlighting the need for a balanced approach to gamification that considers both its benefits and potential pitfalls.

本研究以自我决定理论为基础,探讨了游戏化对数字健康促进的矛盾影响,重点关注用户参与度、体育锻炼坚持率、压力水平和社会动力。设计/方法/途径在预先注册的实验设计中,参与者与三款健身应用中的一款进行互动:非游戏化对照应用、基于竞赛的游戏化应用(GameFit)或基于自我探索的游戏化应用(ExploreFit)。通过测量关键变量的量表收集定量数据,并通过结构化日记收集定性见解。然而,基于竞争的游戏化也增加了压力和负面的社会动态,并对不同性别产生了不同的影响:女性承受的压力更大,男性遇到的负面社会动态更多。这些负面影响在ExploreFit组中得到了缓解,这表明游戏化中的自我探索元素可以减少负面影响。它为说服性技术的设计提供了宝贵的见解,强调了游戏化需要一种平衡的方法,既要考虑游戏化的益处,也要考虑潜在的隐患。
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引用次数: 0
Examining public intentions and attitudes toward solar rooftop panel adoption in Indian residences: an integration of TPB, DOI and UTAUT 考察公众对印度住宅采用屋顶太阳能电池板的意向和态度:TPB、DOI 和 UTAUT 的整合
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-08-28 DOI: 10.1108/k-01-2024-0080
Aqsa Anjum, Mohammad Subhan

Purpose

The study investigates the intention of adopting solar panels and incorporating renewable energy sources into the electrical mix, providing insightful information on the nuances of this critical topic.

Design/methodology/approach

The study used online and offline surveys to gather information on rooftop solar panels from Indian homes. To get reliable findings, the collected responses were analyzed using structural equation modeling using Smart PLS version 3.5 and SPSS version 23.0.

Findings

The research examines sustainability difficulties, psychological issues and demographic considerations, yielding a variety of conclusions. Low compatibility and high perceived cost have a detrimental influence on adoption intentions, emphasizing the importance of integrating consumer perceptions with technology while addressing cost concerns. Conversely, relative advantage, awareness, environmental concern, facilitating conditions and observability positively influenced the adoption.

Practical implications

The study underscores the importance of highlighting benefits, raising awareness, providing necessary resources and showcasing visible instances of technology use. By revealing the connection between different factors, the study offers a roadmap for policymakers and stakeholders to accelerate the transition toward sustainable energy practices.

Originality/value

To the best of the authors' knowledge, this study is one of the first to propose an integration of the Theory of Planned Behavior (TPB), the Diffusion of Innovations Theory (DOI) and the Unified Theory of Acceptance and Use of Technology (UTAUT), alongside various independent variables. The research offers a comprehensive perspective on factors that facilitate and obstruct the usage of solar energy.

目的本研究调查了采用太阳能电池板和将可再生能源纳入电力组合的意向,就这一重要课题的细微差别提供了有见地的信息。为了得到可靠的结论,我们使用 Smart PLS 3.5 版和 SPSS 23.0 版对收集到的答复进行了结构方程建模分析。研究结果本研究对可持续性困难、心理问题和人口因素进行了研究,得出了各种结论。低兼容性和高感知成本对采用意愿有不利影响,这强调了在解决成本问题的同时将消费者感知与技术相结合的重要性。与此相反,相对优势、意识、环境问题、便利条件和可观察性则对采用产生积极影响。通过揭示不同因素之间的联系,该研究为政策制定者和利益相关者加快向可持续能源实践过渡提供了路线图。原创性/价值据作者所知,该研究是首次提出将计划行为理论(TPB)、创新扩散理论(DOI)和技术接受与使用统一理论(UTAUT)与各种自变量相结合的研究之一。该研究从一个全面的角度探讨了促进和阻碍使用太阳能的因素。
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引用次数: 0
Deciphering misinformation and disinformation: insights from structural coupling and penetration 解读错误信息和虚假信息:从结构耦合和渗透中获得启示
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-08-28 DOI: 10.1108/k-02-2024-0456
YJ Sohn, Heidi Hatfield Edwards, Theodore Petersen

Purpose

This paper aims to enhance the understanding of the distinct origins, mechanisms, growth paths and societal impacts of misinformation and disinformation through the theoretical lens of Niklas Luhmann’s social systems theory, particularly focusing on structural coupling and penetration.

Design/methodology/approach

This paper is based on a conceptual study that investigates the phenomena of mis-/disinformation based on reviews of the literature on social systems theory, particularly focusing on structural coupling and penetration.

Findings

This theoretical analysis has led to the postulations that mis-/disinformation would cause social conflicts through divergent routes and that they do not necessarily have negative consequences in society. That is, conflicts or communication of contradictions serve for the reproduction and change in social systems and, furthermore, serve society as an immune mechanism. We speculate that similarities in the manifestation of mis-/disinformation could stem from the influence of amplifiers, such as moral intervention. Nevertheless, we posit that disinformation stemming from intentional penetration is more likely to cause societal dysfunction than misinformation, leading to conflict overload, polarized information ecosystems and potential system failures.

Originality/value

It provides a broader theoretical perspective for a better understanding of the roots and mechanisms of mis-/disinformation and their social consequences. It also engages with unresolved debates over structural couplings and penetration, showing how distinguishing these concepts enhance analytical clarity and explanatory power.

目的 本文旨在通过尼克拉斯-卢曼(Niklas Luhmann)社会系统理论的理论视角,尤其侧重于结构耦合和渗透,加深对误导和虚假信息的不同起源、机制、增长路径和社会影响的理解。本文基于一项概念性研究,在对社会系统理论文献进行回顾的基础上,对误导/虚假信息现象进行了调查,尤其侧重于结构耦合和渗透。研究结果这一理论分析得出的假设是,误导/虚假信息会通过不同途径引发社会冲突,但它们并不一定会对社会造成负面影响。也就是说,冲突或矛盾的传播有助于社会系统的再生产和变革,而且还能作为一种免疫机制服务于社会。我们推测,错误/虚假信息在表现形式上的相似性可能源于道德干预等放大器的影响。不过,我们认为,与错误信息相比,源自有意渗透的错误信息更有可能造成社会功能失调,导致冲突超载、信息生态系统两极分化以及潜在的系统失灵。它还涉及结构耦合和渗透等尚未解决的争论,展示了区分这些概念如何提高分析的清晰度和解释力。
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引用次数: 0
An equilibrium analysis of blockchain integration strategies in the livestock meat supply chain considering consumers’ preference for quality trust 考虑消费者对质量信任的偏好,对畜肉供应链中区块链整合战略的均衡分析
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-08-27 DOI: 10.1108/k-03-2024-0609
Yiping Jiang, Shanshan Zhou, Jie Chu, Xiaoling Fu, Junyi Lin

Purpose

This paper aims to explore blockchain integration strategies within a three-level livestock meat supply chain in which consumers have a preference for quality trust in livestock meat products. The paper investigates three questions: First, how does consumers’ preference for quality trust affect blockchain integration and transaction decisions among supply chain participants? Second, under what circumstances will retailers choose to participate in the blockchain? Finally, how can other factors such as blockchain costs and supplier–retailer partnership value affect integration decisions?

Design/methodology/approach

This paper formulates a supply chain network equilibrium model and employs the logarithmic-quadratic proximal prediction-correction method to obtain equilibrium decisions. Extensive numerical studies are conducted using a pork supply chain network to analyze the implications of blockchain integration for different supply chain participants.

Findings

The results reveal several key insights: First, suppliers’ increased blockchain integration, driven by higher quality trust preference, can negatively affect their profits, particularly, with excessive trust preferences and high blockchain costs. Second, an increase in consumers’ preference for quality trust expands the range of unit operating costs for retailers engaging in blockchain. Finally, the supplier–retailer partnership drives retailer blockchain participation, facilitating enhanced information sharing to benefit the entire supply chain.

Originality/value

This study provides original insights into blockchain integration strategies in an agricultural supply chain through the application of the supply chain network equilibrium model. The investigation of several key factors on equilibrium decisions provides important managerial implications for different supply chain participants to address consumers’ preference for quality trust and enhance overall supply chain performance.

目的 本文旨在探索消费者对畜肉产品质量信任偏好的三级畜肉供应链中的区块链整合策略。本文探讨了三个问题:第一,消费者对质量信任的偏好如何影响供应链参与者的区块链整合和交易决策?其次,零售商在什么情况下会选择参与区块链?最后,区块链成本和供应商-零售商合作价值等其他因素会如何影响整合决策?本文建立了一个供应链网络均衡模型,并采用对数-二次近似预测-修正方法来获得均衡决策。利用猪肉供应链网络进行了广泛的数值研究,分析了区块链整合对不同供应链参与者的影响:首先,供应商在更高的质量信任偏好驱动下加强区块链整合,会对其利润产生负面影响,尤其是在过度信任偏好和区块链成本较高的情况下。其次,消费者对质量信任偏好的增加扩大了零售商参与区块链的单位运营成本范围。最后,供应商与零售商的合作关系推动了零售商对区块链的参与,促进了信息共享的加强,使整个供应链受益。对影响均衡决策的几个关键因素的调查为不同的供应链参与者提供了重要的管理启示,以满足消费者对质量信任的偏好并提高供应链的整体绩效。
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引用次数: 0
A high ranking-based ensemble network for student’s performance prediction using improved meta-heuristic-aided feature selection and adaptive GAN for recommender system 利用改进的元启发式辅助特征选择和用于推荐系统的自适应 GAN,建立基于高排名的学生成绩预测集合网络
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-08-26 DOI: 10.1108/k-03-2024-0824
S. Punitha, K. Devaki
<h3>Purpose</h3><p>Predicting student performance is crucial in educational settings to identify and support students who may need additional help or resources. Understanding and predicting student performance is essential for educators to provide targeted support and guidance to students. By analyzing various factors like attendance, study habits, grades, and participation, teachers can gain insights into each student’s academic progress. This information helps them tailor their teaching methods to meet the individual needs of students, ensuring a more personalized and effective learning experience. By identifying patterns and trends in student performance, educators can intervene early to address any challenges and help students acrhieve their full potential. However, the complexity of human behavior and learning patterns makes it difficult to accurately forecast how a student will perform. Additionally, the availability and quality of data can vary, impacting the accuracy of predictions. Despite these obstacles, continuous improvement in data collection methods and the development of more robust predictive models can help address these challenges and enhance the accuracy and effectiveness of student performance predictions. However, the scalability of the existing models to different educational settings and student populations can be a hurdle. Ensuring that the models are adaptable and effective across diverse environments is crucial for their widespread use and impact. To implement a student’s performance-based learning recommendation scheme for predicting the student’s capabilities and suggesting better materials like papers, books, videos, and hyperlinks according to their needs. It enhances the performance of higher education.</p><!--/ Abstract__block --><h3>Design/methodology/approach</h3><p>Thus, a predictive approach for student achievement is presented using deep learning. At the beginning, the data is accumulated from the standard database. Next, the collected data undergoes a stage where features are carefully selected using the Modified Red Deer Algorithm (MRDA). After that, the selected features are given to the Deep Ensemble Networks (DEnsNet), in which techniques such as Gated Recurrent Unit (GRU), Deep Conditional Random Field (DCRF), and Residual Long Short-Term Memory (Res-LSTM) are utilized for predicting the student performance. In this case, the parameters within the DEnsNet network are finely tuned by the MRDA algorithm. Finally, the results from the DEnsNet network are obtained using a superior method that delivers the final prediction outcome. Following that, the Adaptive Generative Adversarial Network (AGAN) is introduced for recommender systems, with these parameters optimally selected using the MRDA algorithm. Lastly, the method for predicting student performance is evaluated numerically and compared to traditional methods to demonstrate the effectiveness of the proposed approach.</p><!--/ Abstract__block --><h3>
目的在教育环境中,预测学生成绩对于识别和支持可能需要额外帮助或资源的学生至关重要。了解和预测学生成绩对于教育工作者为学生提供有针对性的支持和指导至关重要。通过分析出勤率、学习习惯、成绩和参与度等各种因素,教师可以深入了解每个学生的学业进展情况。这些信息可以帮助他们调整教学方法,满足学生的个性化需求,确保学生获得更个性化、更有效的学习体验。通过识别学生成绩的模式和趋势,教育工作者可以及早干预,应对任何挑战,帮助学生充分发挥潜能。然而,由于人类行为和学习模式的复杂性,很难准确预测学生的表现。此外,数据的可用性和质量也会有所不同,从而影响预测的准确性。尽管存在这些障碍,但不断改进数据收集方法和开发更强大的预测模型有助于应对这些挑战,提高学生成绩预测的准确性和有效性。然而,现有模型在不同教育环境和学生群体中的可扩展性可能是一个障碍。确保模型在不同环境中的适应性和有效性,对其广泛应用和产生影响至关重要。实施基于学生成绩的学习推荐计划,预测学生的能力,并根据他们的需求推荐更好的材料,如论文、书籍、视频和超链接。设计/方法/途径因此,利用深度学习提出了一种预测学生成绩的方法。首先,从标准数据库中积累数据。接下来,收集到的数据会经过一个阶段,在这个阶段中,会使用修正红鹿算法(MRDA)仔细选择特征。之后,将选定的特征提供给深度集合网络(DEnsNet),其中利用了门控递归单元(GRU)、深度条件随机场(DCRF)和残差长短期记忆(Res-LSTM)等技术来预测学生的成绩。在这种情况下,DEnsNet 网络中的参数由 MRDA 算法进行微调。最后,DEnsNet 网络的结果将通过一种卓越的方法得出最终预测结果。随后,为推荐系统引入了自适应生成对抗网络(AGAN),并使用 MRDA 算法对这些参数进行优化选择。最后,对预测学生成绩的方法进行了数值评估,并与传统方法进行了比较,以证明所提方法的有效性。 研究结果在数据集-1 中,所开发模型的准确率分别比 HHO-DEnsNet、ROA-DEnsNet、GTO-DEnsNet 和 AOA-DEnsNet 高出 7.66%、9.91%、5.3% 和 3.53%,在数据集-2 中,分别比 HHO-DEnsNet、ROA-DEnsNet、GTO-DEnsNet 和 AOA-DEnsNet 高出 7.原创性/价值所开发的模型可在短期内推荐合适的学习材料,以提高学生的学习能力。
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引用次数: 0
A pruned GA-BPNN model for project portfolio benefit evaluation considering ambidexterity 考虑灵活性的项目组合效益评估剪枝 GA-BPNN 模型
IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2024-08-23 DOI: 10.1108/k-04-2024-0982
Libiao Bai, Shiyi Liu, Yuqin An, Qi Xie

Purpose

Project portfolio benefit (PPB) evaluation is crucial for project portfolio management decisions. However, PPB is complex in composition and affected by synergy and ambidexterity. Ignoring these characteristics can result in inaccurate assessments, impeding the management and optimization of benefit. Considering the above complexity of PPB evaluation, this study aims to propose a refined PPB evaluation model to provide decision support for organizations.

Design/methodology/approach

A back propagation neural network optimized via genetic algorithm and pruning algorithm (P-GA-BPNN) is constructed for PPB evaluation. First, the benefit evaluation criteria are established. Second, the inputs and expected outputs for model training and testing are determined. Then, based on the optimization of BPNN via genetic algorithm and pruning algorithm, a PPB evaluation model is constructed considering the impacts of ambidexterity and synergy on PPB. Finally, a numerical example was applied to validate the model.

Findings

The results indicate that the proposed model can be used for effective PPB evaluation. Moreover, it shows superiority in terms of MSE and fitting effect through extensive comparative experiments with BPNN, GA-BPNN, and SVM models. The robustness of the model is also demonstrated via data random disturbance experiment and 10-cross-validation. Therefore, the proposed model could serve as a valuable decision-making tool for PPB management.

Originality/value

This study extends prior research by integrating the impacts of synergy and ambidexterity on PPB when conducting PPB evaluation, which facilitates to manage and enhance PPB. Besides, the structural redundancy of existing assessment methods is solved through the dynamic optimization of the network structure via the pruning algorithm, enhancing the effectiveness of PPB decision-making tools.

目的项目组合效益(PPB)评估对于项目组合管理决策至关重要。然而,项目组合效益的构成十分复杂,并受到协同性和灵活性的影响。忽视这些特点会导致评估不准确,阻碍效益的管理和优化。考虑到 PPB 评估的上述复杂性,本研究旨在提出一个完善的 PPB 评估模型,为组织提供决策支持。首先,确定效益评估标准。其次,确定模型训练和测试的输入和预期输出。然后,在通过遗传算法和剪枝算法优化 BPNN 的基础上,构建了一个 PPB 评估模型,其中考虑了混合灵活性和协同性对 PPB 的影响。结果表明,所提出的模型可用于有效的 PPB 评估。此外,通过与 BPNN、GA-BPNN 和 SVM 模型的大量对比实验,该模型在 MSE 和拟合效果方面表现出了优势。数据随机干扰实验和 10 次交叉验证也证明了该模型的鲁棒性。本研究扩展了之前的研究,在进行 PPB 评估时综合考虑了协同性和兼容性对 PPB 的影响,有助于管理和改进 PPB。此外,通过剪枝算法对网络结构进行动态优化,解决了现有评估方法的结构冗余问题,提高了PPB决策工具的有效性。
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引用次数: 0
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