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Disruptive technologies for smart farming in developing countries: Tomato leaf disease recognition systems based on machine learning 发展中国家智能农业的颠覆性技术:基于机器学习的番茄叶病识别系统
IF 1.3 Q2 Computer Science Pub Date : 2023-05-06 DOI: 10.1002/isd2.12276
Ravichandra Reddy Kovvuri, Abhishek Kaushik, Sargam Yadav

Food security is a major concern in every developing country. Farmers face many problems while cultivating plants and they must take precautions at every stage of cultivation. Plants get diseases for various reasons like bacteria, insects, and fungus. Some diseases can be detected by examining the symptoms on the leaves. Early detection of diseases is a major concern and may require a thorough examination of the plants by an agricultural professional. This process is expensive and time taking. Machine learning (ML) algorithms help in image recognition and can be used to detect diseases on time without the need of an agricultural professional. In this project, the diseases in tomato leaves will be detected using image processing. The data from the images are extracted using different vectorization methods and classification algorithms like logistic regression (LR), support vector machine (SVM), and k-nearest neighbors (KNN). Vectors of size 32 × 32 and 64 × 64 are used for training with normalizer scaling and no scaling. Out of the different approaches that were explored, SVM with the radial basis function (RBF) kernel gives the highest accuracy of 85% with no scaling and 64 × 64 image dimension.

粮食安全是每个发展中国家关注的主要问题。农民在种植植物时面临许多问题,必须在种植的每个阶段采取预防措施。植物生病的原因有很多,比如细菌、昆虫和真菌。有些疾病可以通过检查叶子上的症状来检测。疾病的早期发现是一个主要问题,可能需要农业专业人员对植物进行彻底检查。这个过程既昂贵又耗时。机器学习(ML)算法有助于图像识别,并可用于及时检测疾病,而无需农业专业人员。本项目将利用图像处理技术对番茄叶片病害进行检测。从图像中提取数据使用不同的矢量化方法和分类算法,如逻辑回归(LR),支持向量机(SVM)和k近邻(KNN)。大小为32 × 32和64 × 64的向量使用归一化缩放和不缩放进行训练。在探索的不同方法中,具有径向基函数(RBF)核的SVM在没有缩放和64 × 64图像维度的情况下具有85%的最高准确率。
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引用次数: 1
Do accountants' participation in accounting information systems design enhance perceived accounting information quality: Evidence from Ghana 会计师参与会计信息系统设计是否提高了感知的会计信息质量:来自加纳的证据
IF 1.3 Q2 Computer Science Pub Date : 2023-04-16 DOI: 10.1002/isd2.12269
Francis Aboagye-Otchere, Edward Nartey, Abdulai Enusah, Alice Anima Aboagye

This study examines how accountants' participation in accounting information system (AIS) design can improve their perceptions of the quality of the information provided by the system. An empirical survey of 333 chartered accountants in Ghana was used and the research model was tested using covariance-based structural equation modeling. The results indicate that accountants' participation in AIS design is positively associated with perceived accounting information quality. Additionally, autonomous motivation was found to mediate the relationship between accountants' participation and perceived information quality. In contrast, accountants' perceived usefulness of accounting information does not mediate the relationship between participation in AIS design and perceived accounting information quality. This suggests that accounting information quality is enhanced when accountants participate in AIS design hence play a critical role in information system design. However, accounting information quality is not enhanced through perceived usefulness of accounting information.

本研究考察了会计师参与会计信息系统设计如何提高他们对该系统提供的信息质量的感知。对加纳333名注册会计师进行了实证调查,并使用基于协方差的结构方程模型对研究模型进行了检验。研究结果表明,会计师参与AIS设计与感知会计信息质量呈正相关。此外,自主动机在会计师参与与感知信息质量之间起中介作用。相反,会计师对会计信息有用性的感知并不能调节参与AIS设计与感知会计信息质量之间的关系。这表明,会计师参与AIS设计可以提高会计信息质量,从而在信息系统设计中发挥关键作用。然而,会计信息质量并不是通过感知会计信息的有用性来提高的。
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引用次数: 0
A systems framework to analyze the impact of corporate social investment projects with an information technology focus 以信息技术为重点分析企业社会投资项目影响的系统框架
IF 1.3 Q2 Computer Science Pub Date : 2023-04-07 DOI: 10.1002/isd2.12273
Mmatseleng Lefike, Marita Turpin, Machdel Matthee

In South Africa, corporate social investment (CSI) is deployed as part of Broad-Based Black Economic Empowerment (B-BBEE) to assist and empower disadvantaged individuals and communities. Previous research revealed that CSI projects are often short-lived and unsustainable. This study aims to analyze the impact of South African CSI projects that focus on information and communication technology (ICT) in poor urban communities. A case study was conducted comprising four CSI ICT learning centers in poor urban communities in Soweto, South Africa. An indigenous theoretical construct was developed, in the form of a systems framework, combining aspects of soft systems methodology (SSM), Ubuntu philosophy and autopoiesis. The aim of the systems framework was to study the impact of the CSI ICT learning centers in a holistic manner. The framework contributed as follows: the descriptive components of SSM assisted to describe the social systems of interest, in each case. The ubuntu lens helped to portray how the community members supported each other to benefit from the learning centers. Autopoiesis elements showed how the learning centers were able to self-produce and collaborate in order to be sustainable. With the insight of the framework, six guiding principles were derived to inform the successful implementation of future CSI ICT interventions.

在南非,企业社会投资(CSI)是广泛黑人经济赋权(B-BBEE)的一部分,旨在帮助弱势个人和社区并赋予其权力。先前的研究表明,CSI项目往往是短命和不可持续的。本研究旨在分析南非CSI项目对贫困城市社区的影响,这些项目侧重于信息和通信技术。对南非索韦托贫困城市社区的四个CSI ICT学习中心进行了案例研究。以系统框架的形式,结合了软系统方法论(SSM)、Ubuntu哲学和自动生成的各个方面,开发了一个本土的理论结构。该系统框架的目的是以整体的方式研究CSI ICT学习中心的影响。该框架的贡献如下:在每种情况下,SSM的描述性组成部分都有助于描述感兴趣的社会系统。ubuntu的镜头帮助描绘了社区成员如何相互支持,从学习中心中受益。自主生成元素展示了学习中心如何能够自我生产和合作,以实现可持续发展。通过对该框架的深入了解,得出了六项指导原则,为未来成功实施CSI信通技术干预措施提供了信息。
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引用次数: 0
The theory on thing's limits. Part 2: A brief analysis of the new knowledge of Newton's first law 关于事物极限的理论。第二部分:简要分析牛顿第一定律的新知识
Q2 Computer Science Pub Date : 2023-04-06 DOI: 10.30564/jeis.v5i1.5548
Jian Ding
According to the norm of identifying truth in this theory, and Newton's first law which is a basis that can look at the overall situation, and by virtue of the electron storage ring as an experimental fact, it is pointed out: Only in reality can there be inertia. Inertia represents the continuity of the development of thing. As the speed gradually approaches to the c, the particle's mass also approaches to zero along with its static mass due to the impact of electromagnetic radiation, which is exactly the root where the energy shrinkage effect of high-speed particles comes from, and also the primary factor causing the spectrum redshift. Therefore, the Big Bang theory is wrong. All photons are produced from the high-density particles through electromagnetic radiations. Wherever there is fluctuation, there must be mass, and vice versa. This is the correct understanding of "wave-particle duality". No matter the high-speed electrons or the photons produced by them all have different static masses, but their charge-mass ratio is always the same physical constant, and not affected by relativistic effects and electromagnetic radiations. This is the true internal mechanism to constitute the uncertainty principle, and conforms to the experimental facts related to it. It can be proved that in a constant magnetic field, the high-speed electron or photon of having a relatively large curvature radius, which has a high moving speed and less mass, energy and wave frequency. Since Einstein used the absolute space-time established by Newton as the criterion and came to the conclusion that the relative space-time was curved, then he should no longer make circular arguments, that was, used the relative space-time as the criterion, to change the unit length and time established by the absolute space-time.
根据这一理论的认真规范和牛顿第一定律这一能看全局的基础,并以电子存储环这一实验事实指出:只有在现实中才会有惯性。惯性代表着事物发展的连续性。随着速度逐渐趋近于c,由于电磁辐射的影响,粒子的质量也随着静止质量趋近于零,这正是高速粒子能量收缩效应产生的根源,也是导致光谱红移的主要因素。因此,大爆炸理论是错误的。所有的光子都是由高密度粒子通过电磁辐射产生的。哪里有涨落,哪里就一定有质量,反之亦然。这是对“波粒二象性”的正确理解。无论是高速电子还是高速电子产生的光子,它们的静态质量都不同,但它们的电荷质量比始终是相同的物理常数,不受相对论效应和电磁辐射的影响。这是构成测不准原理的真正内在机制,符合与之相关的实验事实。可以证明,在恒定磁场中,具有较大曲率半径的高速电子或光子,其运动速度高,质量、能量和波频较小。既然爱因斯坦用牛顿建立的绝对时空作为标准,得出了相对时空是弯曲的结论,那么他就不应该再作圆形论证,即用相对时空作为标准,改变由绝对时空建立的单位长度和时间。
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引用次数: 0
The assessment of e-HRM tools and its impact on HRM system effectiveness and organizational effectiveness: An empirical study of selected multinational companies in Ghana 电子人力资源管理工具的评估及其对人力资源管理系统有效性和组织有效性的影响:对加纳选定跨国公司的实证研究
IF 1.3 Q2 Computer Science Pub Date : 2023-03-27 DOI: 10.1002/isd2.12267
Asamoah-Appiah William, Kesari Singh

This study aims to investigate the effect of the usage of e-HRM on HRM system effectiveness and organizational effectiveness. The dearth of empirical studies in developing countries, especially in Ghana, warranted this study. The study adopts a quantitative cross-sectional approach and uses descriptive and inferential research approaches. The targeted population was employees, HR professionals, and line managers at Tata Africa Holdings (Ghana) Limited, Alliance Motors (Ghana) Limited, and MTN Ghana Limited (N = 610). The sample size was determined using Cochran's (1977) sample size formula (n = 236). Data was collected using a structured questionnaire constructed in Likert-scale style and self-administered. The sampling technique was stratified random sampling. Data were analyzed using structural equation model-partial least square (version 3.0). The results revealed that e-HRM tools have statistical significance for policy-level effectiveness, technical effectiveness, strategic effectiveness, and human resource management effectiveness. There is a positive relationship between policy-level effectiveness and organizational effectiveness and between strategic-level effectiveness and organizational effectiveness. However, there is a negative relationship between technical effectiveness and organizational effectiveness and between HRME and OE. It was recommended that management introduce e-HRM technologies since they have a positive relationship between HRM effectiveness and organizational effectiveness.

本研究旨在探讨电子人力资源管理的使用对人力资源管理系统效能和组织效能的影响。发展中国家,特别是加纳缺乏实证研究,因此有必要进行这项研究。本研究采用了定量的横断面方法,并采用了描述性和推理性研究方法。目标人群是塔塔非洲控股(加纳)有限公司、联合汽车(加纳)公司和MTN加纳有限公司(N=610)的员工、人力资源专业人员和直线经理。使用Cochran(1977)的样本量公式(n=236)确定样本量。使用Likert量表风格的结构化问卷收集数据,并自行管理。抽样技术为分层随机抽样。使用偏最小二乘结构方程模型(3.0版)对数据进行分析。结果表明,电子人力资源管理工具在政策层面的有效性、技术有效性、战略有效性和人力资源管理有效性方面具有统计学意义。政策层面的有效性与组织有效性、战略层面的有效率与组织有效率之间存在正相关关系。然而,技术有效性与组织有效性之间以及人力资源管理与OE之间存在负相关关系。有人建议管理层引入电子人力资源管理技术,因为这些技术在人力资源管理的有效性和组织的有效性之间有着积极的关系。
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引用次数: 1
Technology for resilience amid COVID-19 pandemic: Narratives from small business owners in Kenya 新冠肺炎大流行期间的复原技术:肯尼亚小企业主的叙述
IF 1.3 Q2 Computer Science Pub Date : 2023-03-27 DOI: 10.1002/isd2.12272
Joshua Rumo Arongo Ndiege, Leah Mutanu Mwaura, Foster Christopher

The COVID-19 pandemic has changed many aspects of the economy. The situation has notably been more challenging for small businesses in developing countries which tend to operate with limited funding and a lack of social and human capital. In these contexts, technology has been argued to be an important resource to allow businesses to adapt and recover from the crisis. In line with this narrative, the pandemic has been linked to growing technology adoption within small firms in developing countries. However, little is known about how small businesses are using such technology as part of strategies: to survive, reposition themselves in the market and potentially “spring back” from the pandemic to thrive in a fundamentally changed environment. In this study, to fill this gap we look to the concept of resilience to examine how technology was adopted to help build resilience. The study focused on small businesses in Kenya and uses in-depth qualitative analysis to unpack the processes of adoption and use. The study findings suggest that the pandemic created an incentive for many small businesses to engage with digital technology, enabling them to stay operational. The study evidenced specific coping strategies that incorporated technology to support resilience, including exploiting demand, acquiring new capabilities, expanding existing capacities, making data-driven decisions, fostering social networks and freezing operations. Consequently, we argue for the need to unpack the processes of technology adoption and the links between technology and economic growth in such settings. During the pandemic, small businesses have typically adopted technology to build resilience appropriate to their context.

新冠肺炎疫情改变了经济的许多方面。对于发展中国家的小企业来说,这种情况显然更具挑战性,因为这些企业往往在资金有限、缺乏社会和人力资本的情况下运营。在这种情况下,技术被认为是让企业适应危机并从危机中恢复的重要资源。根据这种说法,疫情与发展中国家小公司越来越多地采用技术有关。然而,人们对小企业如何将此类技术作为战略的一部分知之甚少:为了生存,在市场中重新定位自己,并有可能从疫情中“反弹”,在根本改变的环境中蓬勃发展。在这项研究中,为了填补这一空白,我们着眼于韧性的概念,以研究如何采用技术来帮助建立韧性。这项研究的重点是肯尼亚的小企业,并使用深入的定性分析来揭示采用和使用的过程。研究结果表明,疫情激励了许多小企业参与数字技术,使它们能够继续运营。该研究证明了具体的应对策略,包括利用需求、获取新能力、扩大现有能力、做出数据驱动的决策、建立社交网络和冻结运营,这些策略包含了支持恢复能力的技术。因此,我们认为有必要揭示技术采用的过程以及在这种情况下技术与经济增长之间的联系。在疫情期间,小企业通常采用技术来建立适合其环境的韧性。
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引用次数: 2
Factors influencing village information systems adoption in Indonesia: A qualitative study 影响印尼村庄信息系统采用的因素:一项定性研究
IF 1.3 Q2 Computer Science Pub Date : 2023-03-23 DOI: 10.1002/isd2.12271
Dony Martinus Sihotang, Betty Purwandari, Imairi Eitiveni, Mutia Fadhila Putri, Achmad Nizar Hidayanto

Like other developing countries, the Indonesian government is pursuing digital transformation to achieve good governance at the central and micro levels. One of the strategies for achieving digital government transformation at the micro level is implementing village information systems (VIS), information systems that village officials manage. Unfortunately, not all villages in Indonesia are thriving in adopting VIS. Therefore, this study aims to answer an overarching puzzle: Why did some village governments successfully adopt VIS while others failed? Using a case-study approach to VIS adoption in Gunungkidul Regency, Indonesia, this study fills the gap in the literature from the technological-organizational–environmental perspective that affects e-government adoption at the village government level. We found four main factors that influence the success or failure of village information systems adoption: (1) VIS interoperability (technology context), (2) the workload of village officers (organizational context), (3) the role of civil society, and (4) the role of a vendor (environmental context). This research enriches the literature by identifying these four factors within the TOE framework, still rarely present in e-government adoption studies, especially in the context of village governments in developing countries. This research has practical implications for the successful adoption of VIS as a village government effort to gain data sovereignty.

与其他发展中国家一样,印尼政府正在进行数字化转型,以实现中央和微观层面的良好治理。在微观层面实现数字政府转型的战略之一是实施村级信息系统,即村官管理的信息系统。不幸的是,并不是印尼所有的村庄都在采用VIS。因此,本研究旨在回答一个总体难题:为什么一些村政府成功地采用了VIS,而另一些却失败了?本研究采用案例研究的方法,对印度尼西亚古农基都县的VIS采用情况进行了研究,从技术组织-环境的角度填补了文献中影响村政府层面电子政务采用的空白。我们发现了影响村庄信息系统采用成败的四个主要因素:(1)VIS互操作性(技术背景),(2)村干部的工作量(组织背景),以及(3)民间社会的作用,以及(4)供应商的作用(环境背景)。这项研究通过在TOE框架内确定这四个因素丰富了文献,这些因素在电子政务采用研究中仍然很少出现,尤其是在发展中国家的乡村政府中。这项研究对成功采用VIS作为村政府获得数据主权的努力具有实际意义。
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引用次数: 0
Developing health information systems in developing countries: Lessons learnt from a longitudinal action research study in Vietnam 发展中国家发展卫生信息系统:从越南的一项纵向行动研究中吸取的经验教训
IF 1.3 Q2 Computer Science Pub Date : 2023-03-21 DOI: 10.1002/isd2.12268
Thanh Ngoc Nguyen

Designing and implementing health information systems (HISs) in developing-country settings is challenging. Many HISs do not go beyond the pilot stage and tend to vanish when external funding is over. In other cases, multiple fragmented HISs remain, but these are unable to talk to each other. And more often than not, data collected by HISs are not used in decision making. To better understand and address these problems, this article employs an information infrastructure (II) perspective and views HISs as parts of larger and complex social-technical networks. This article contributes to the current knowledge with a set of rich empirical descriptions of the design and implementation of HISs in Vietnam. Theoretically, it contributes to II discussions in the information systems domain by presenting four design problems and suggesting five design principles and 15 design rules to meet them. These design principles and rules also offer practical guidance for managers and designers involved in the design and implementation of HISs in developing countries.

在发展中国家环境中设计和实施卫生信息系统具有挑战性。许多HIS并没有超过试点阶段,当外部资金结束时,往往会消失。在其他情况下,仍然存在多个碎片化的HIS,但这些HIS无法相互交谈。通常情况下,HIS收集的数据不会用于决策。为了更好地理解和解决这些问题,本文采用了信息基础设施(II)的视角,并将HIS视为更大、更复杂的社会技术网络的一部分。本文对越南HIS的设计和实施进行了一系列丰富的实证描述,为当前的知识做出了贡献。从理论上讲,它提出了四个设计问题,并提出了五个设计原则和15条设计规则来满足这些问题,从而为信息系统领域的II讨论做出了贡献。这些设计原则和规则也为发展中国家参与HIS设计和实施的管理人员和设计师提供了实际指导。
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引用次数: 3
Barriers towards Open Government Data Value Co-Creation: An empirical investigation 开放政府数据价值共创的障碍:一项实证调查
IF 1.3 Q2 Computer Science Pub Date : 2023-03-20 DOI: 10.1002/isd2.12270
Guilherme Costa Wiedenhöft, Ricardo Matheus, Stuti Saxena, Charalampos Alexopoulos

Whilst extant literature on Open Government Data (OGD) focuses upon value creation and innovation, there is scant emphasis upon the Value Co-Creation (VCC) that might result with the engagement of the public sector agencies and the users at large. The present study seeks to appreciate the barriers towards OGD VCC by adopting a qualitative research methodology wherein interviews are being conducted with key personnel manning the OGD initiatives in Brazil. Impediments veering around VCC may be counted the internal, social and cultural and data factors. Findings from the present study lend credence to the fact that a systematic strategizing is important for the success of OGD VCC lest Value Co-Destruction (VCD) happen. From a developing country's perspective, the present study acts as a sounding-board for bearing in mind the caveats deduced vis-a-via the success of the VCC processes.

虽然现有关于开放政府数据(OGD)的文献侧重于价值创造和创新,但很少强调公共部门机构和广大用户参与可能产生的价值共创(VCC)。本研究试图通过采用定性研究方法来了解OGD VCC的障碍,其中对巴西OGD倡议的关键人员进行了访谈。围绕VCC的障碍可能被视为内部、社会、文化和数据因素。本研究的结果证实了这样一个事实,即系统的战略制定对于OGD VCC的成功至关重要,以免价值共同破坏(VCD)发生。从发展中国家的角度来看,本研究报告充当了一个传声筒,以铭记通过VCC进程的成功而得出的警告。
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引用次数: 1
The dynamics of information system development in developing countries: From mutual exclusion to hybrid vigor 发展中国家信息系统发展动态:从相互排斥到混合活力
IF 1.3 Q2 Computer Science Pub Date : 2023-03-19 DOI: 10.1002/isd2.12266
Thanh Ngoc Nguyen, Petter Nielsen

The integration of isolated software components into large-scale and complex information systems is a topic that attracts the interest of many information systems practitioners and researchers. However, less attention is given to the intricate processes by which these infrastructures are built using multiple independent software components. Different actors introduce these components, which can lead to a “battleground of functional roles” where components are replacing and blocking each other. To better understand this phenomenon, we conducted multiple case studies involving the development of a large-scale information system for communicable disease detection, prevention, and control in Vietnam. We collected empirical data through various methods, including interviews, focus groups, and participation observation. We identified different strategies employed by actors to block, remove, or replace other software components, protect their position, and find a way to join the existing and established systems. This paper contributes to this topic by theorizing a strategy called “hybrid vigor,” which allows for the combination of the strengths of individual software components and enables sustainable evolution.

将孤立的软件组件集成到大规模复杂的信息系统中是一个吸引许多信息系统从业者和研究人员兴趣的话题。然而,很少关注使用多个独立软件组件构建这些基础设施的复杂过程。不同的参与者引入了这些组件,这可能会导致“功能角色的战场”,组件之间相互替换和阻断。为了更好地理解这一现象,我们进行了多个案例研究,涉及在越南开发大规模的传染病检测、预防和控制信息系统。我们通过各种方法收集实证数据,包括访谈、焦点小组和参与观察。我们确定了参与者使用的不同策略,以阻止、删除或替换其他软件组件,保护其位置,并找到连接现有和已建立系统的方法。本文通过对一种名为“混合活力”的策略进行理论化,为这一主题做出了贡献,该策略允许组合单个软件组件的优势,并实现可持续进化。
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引用次数: 3
期刊
Electronic Journal of Information Systems in Developing Countries
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