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ASD detection using an advanced deep neural network 利用先进的深度神经网络检测ASD
IF 1.4 Pub Date : 2022-11-17 DOI: 10.1080/02522667.2022.2133220
A. Mohanty, Priyadarsan Parida, K. C. Patra
Abstract Autism Spectrum Disorder (ASD) is a neurological disorder which at present has become one of the most severe developmental disabilities causing social and behavioral changes in individuals. During the first 6 to 18 months of a person’s life, early indicators of ASD can be seen as further regression in development with ageing up to 36 months. Early recognition of the disorder is one of the solutions to the problem so that precautionary measures can be adopted against the disorder. In this proposed work, along with all categories, major emphasis is given to the unbalanced toddler data set. The original data sets are first, pre-processed following splitting of the pre-processed data into training and test data. For classification, a deep network model is implemented which is trained by the training data. The trained model then got tested by the test data for validating the performance of the classifier model to detect ASD class.
摘要自闭症谱系障碍(ASD)是一种神经系统疾病,目前已成为导致个体社会和行为变化的最严重的发育障碍之一。在一个人生命的前6到18个月,ASD的早期指标可以被视为随着年龄增长到36个月,发育的进一步倒退。及早发现这种障碍是解决问题的方法之一,以便对这种障碍采取预防措施。在这项拟议的工作中,与所有类别一样,主要强调了不平衡的幼儿数据集。原始数据集首先是预处理的,然后将预处理的数据拆分为训练和测试数据。对于分类,实现了一个由训练数据训练的深度网络模型。然后通过测试数据对训练后的模型进行测试,验证分类器模型检测ASD类的性能。
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引用次数: 1
An inventory model for perishable item with two-stage pricing 具有两阶段定价的易腐物品库存模型
IF 1.4 Pub Date : 2022-11-17 DOI: 10.1080/02522667.2022.2083825
Pang-Chieh Lin, Chao-Kuei Huang, Meng-Yen Ke, Indriani
Abstract The purpose of this study is to determine an optimal inventory policy for perishable item with two-stage pricing mechanism in selling process. Inventory is one of the most important parts in business and industry that affects the profit. Control of inventory affects the costs incurred by the company, therefore the inventory must be balanced with needs. If the inventory is higher than needed, the company will be spending higher storage costs and the risk of damage to inventory, but if the inventory is lower than needed, there will be a production delay and the company will be unable to supply demand on time. This paper deals with fixed lifetime products by using two-stage pricing strategy, especially for agricultural products that are perishable and have a short shelf life. Using the concept of two-stage pricing mechanism in selling process, the mathematical expression for the profit function is derived and a solution procedure is proposed to determine the optimal policy. Finally, a numerical example is provided to illustrate the solution procedure. The results of this research can provide inventory managers with valuable suggestions in making the production policy.
摘要本研究的目的是确定易腐烂物品在销售过程中具有两阶段定价机制的最优库存策略。库存是商业和工业中影响利润的最重要的部分之一。对库存的控制影响到公司所产生的成本,因此库存必须与需求平衡。如果库存高于需求,公司将花费更高的存储成本和库存损坏的风险,但如果库存低于需求,则会出现生产延迟,公司将无法按时满足需求。本文采用两阶段定价策略对固定寿命产品进行定价,特别是对易腐烂、保质期短的农产品进行定价。利用销售过程中两阶段定价机制的概念,导出了利润函数的数学表达式,并给出了确定最优策略的求解过程。最后,通过数值算例说明了求解过程。研究结果可为库存管理者制定生产政策提供有价值的建议。
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引用次数: 0
Extra parameters for conjugate gradient method for removing impulse noise images 共轭梯度法去除脉冲噪声图像的附加参数
IF 1.4 Pub Date : 2022-11-17 DOI: 10.1080/02522667.2022.2117349
Basim A. Hassan, Ali Ahmed A. Abdullah
Abstract In most applications, denoising a photograph is essential for most image processing processes. In this study, a conjugate gradient method for impulse noise reduction is presented, which is based on a two-phase system. The noise candidates are found with an adaptive (center-weighted) median filter, and then restored with the CG method, which entails the minimization of an edge-preserving regularization functional. The fact that the search direction created at each iteration is descending is one of the most appealing characteristics of the suggested technique. Its global convergence result might be obtained if a strong Wolfe line search is used. The spectral conjugate gradient approach for impulse noise reduction is demonstrated through numerical experiments.
摘要在大多数应用中,图像去噪是大多数图像处理过程中必不可少的一部分。本文提出了一种基于两相系统的共轭梯度脉冲降噪方法。使用自适应(中心加权)中值滤波器找到候选噪声,然后使用CG方法恢复,该方法需要最小化边缘保持正则化函数。在每次迭代中创建的搜索方向是递减的,这是所建议的技术最吸引人的特征之一。采用强Wolfe线搜索可以得到全局收敛的结果。通过数值实验验证了谱共轭梯度法在脉冲降噪中的应用。
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引用次数: 0
A comparison of Quasi-Newton methods considering line search conditions in unconstrained minimization 无约束最小化中考虑直线搜索条件的拟牛顿方法的比较
IF 1.4 Pub Date : 2022-11-17 DOI: 10.1080/02522667.2022.2103303
K. Kiran
Abstract Optimization algorithms are essential tools in all fields such as engineering, business, science and even in nature. Their performance and efficiency may differ from problem-to-problem. In this respect, the current paper aims to provide an understanding of the three well-known Quasi-Newton methods relation with various line search conditions on a performance basis. To this end, the fifteen Quasi-Newton method-line search condition combinations, which are composed of Symmetric-Rank-1 (SR-1), Broyden-Fletcher-Goldfarb-Shanno (BFGS) and Davidon-Fletcher-Powell (DFP) Quasi-Newton methods and Backtracking (BC), Armijo-Backtracking (ABC), Goldstein (GC), Weak Wolfe (WWC) and Strong Wolfe (SWC) conditions, are subjected to totally 195 computational experiments using thirteen test functions including smooth and non-smooth ones. During the experiments, the number of function evaluations at every iteration for all the combinations are kept track and the total number of function evaluations, when each combination converges, are set as a first performance metric. In addition to that, the eigenvalues of Hessian approximation matrix are checked if the updated matrix is positive definite or not. In case of having a negative definite Hessian approximation, the eigenvalue modification procedure is employed to guarantee that the updated matrix is positive definite, which in turn progress along the descent direction. Besides, for purpose of using in the performance evaluations, the number of negative definite matrix generations, as a second performance metric, are recorded for all the combinations. To conduct a reliable and an efficient performance analysis on the combinations, the performance and data profiles are used along with the number of negative definite Hessian matrix update generations. Based on the mathematical analysis through those data, the BFGS-GC combination is the fastest one whereas the slowest one is the DFP-SWC combination. For an optimal choice, it is determined that the BFGS-WWC combination is a great candidate. It is also observed that the BFGS and DFP methods operate very well as long as the curvature condition is satisfied by any line search conditions. However, this statement is not valid for the SR-1 method.
摘要优化算法是工程、商业、科学乃至自然界各个领域必不可少的工具。它们的性能和效率可能因问题而异。在这方面,本文旨在从性能的角度理解三种著名的准牛顿方法与各种线搜索条件的关系。为此,采用光滑和非光滑13种测试函数,对对称秩-1 (SR-1)、Broyden-Fletcher-Goldfarb-Shanno (BFGS)和Davidon-Fletcher-Powell (DFP)拟牛顿方法和回溯(BC)、Armijo-Backtracking (ABC)、Goldstein (GC)、Weak Wolfe (WWC)和Strong Wolfe (SWC)条件组成的15种拟牛顿方法线搜索条件组合进行了195次计算实验。在实验过程中,跟踪所有组合在每次迭代时的函数评估次数,并将每个组合收敛时的函数评估总数设置为第一个性能指标。此外,还检验了更新后的矩阵是否为正定的Hessian近似矩阵的特征值。当Hessian近似为负定时,采用特征值修正过程保证更新后的矩阵是正定的,并沿下降方向进行。此外,为了便于在性能评价中使用,还记录了所有组合的负定矩阵代数作为第二个性能指标。为了对组合进行可靠和有效的性能分析,使用了性能和数据概况以及负定Hessian矩阵更新代的数量。通过对这些数据的数学分析,发现BFGS-GC组合速度最快,DFP-SWC组合速度最慢。对于最优选择,确定BFGS-WWC组合是一个很好的选择。还观察到BFGS和DFP方法在满足曲率条件的情况下,只要满足任何直线搜索条件,都可以很好地运行。但是,此语句对SR-1方法无效。
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引用次数: 0
Tiered sentence based topic model for multi-document summarization 基于分层句子的多文档摘要主题模型
IF 1.4 Pub Date : 2022-11-17 DOI: 10.1080/02522667.2022.2133219
N. Akhtar, M. M. Sufyan Beg, Hira Javed, M. Hussain
Abstract In this work, a probabilistic two level topic model named Tiered Sentence based Topic Model is proposed which models the document at sentence and word levels and infer hierarchical latent topics for sentences. The proposed model uses two latent variables for the generation of words- a super topic and a subtopic for each sentence of the document, to model word groupings at sentence level. Popular super topics identify general theme of the documents and are used for selecting summary sentences. The model parameters are used for ranking sentences considering sentence importance and topic coverage. Collapsed Gibbs sampling is used for inference and parameter estimation. The proposed model is used to compare with two sentence based topic models- SenLDA and LDCC on query focused multi-document summarization task, over standard DUC2005 dataset using ROUGE-1 and ROUGE-2 precision and recall scores. The proposed model performs better than Latent Dirichlet Allocation and SenLDA but has been outperformed by LDCC.
本文提出了一种基于句子和词两个层次的概率两层主题模型——基于分层句子的主题模型,该模型在句子和词两个层次上对文档进行建模,并对句子的潜在主题进行分层推断。该模型使用两个潜在变量生成单词——文档的每个句子的超级主题和子主题,以在句子级别对单词分组进行建模。流行超级主题确定了文档的总体主题,并用于选择总结句。模型参数用于考虑句子重要性和主题覆盖率对句子进行排序。采用崩塌吉布斯抽样进行推理和参数估计。在标准DUC2005数据集上,使用ROUGE-1和ROUGE-2的精度和召回率分数,将该模型与基于句子的主题模型SenLDA和LDCC进行查询多文档摘要任务的比较。该模型的性能优于潜在狄利克雷分配和SenLDA,但优于LDCC。
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引用次数: 0
A novel approach for optimization of effort estimation of agile projects using SVC_RBF along with neural network backpropagation 基于SVC_RBF和神经网络反向传播的敏捷项目工作量估计优化方法
IF 1.4 Pub Date : 2022-11-17 DOI: 10.1080/02522667.2022.2133216
Manju Vyas, N. Hemrajani
Abstract In current scenario of software industry culture, an important and crucial task under project management is accurate estimation of effort which leads to successful project completion. A successfully completed project means that the project is developed within the planned budget and timeline which is mostly related to accurate effort estimation whereas inaccurate estimation of effort and cost results in failure of a project in context of delivery cost, time and other parameters. Most of the research has been proposed in the estimation of software projects using traditional frameworks. In recent years as there are technological advancements and there is a requirement of adaptation to technological changes, agile development methodology has attracted a lot of interest in research and development in software industries. The dynamic nature of agile requires development of various techniques which may be used for software cost and effort estimation. This paper deals with the study of few popular techniques and proposes a novel technique using ensemble of two techniques.
摘要在当前的软件行业文化中,项目管理下的一项重要而关键的任务是准确估计导致项目成功完成的工作量。成功完成的项目意味着项目是在计划预算和时间表内开发的,这主要与准确的工作量估计有关,而对工作量和成本的不准确估计会导致项目在交付成本、时间和其他参数方面失败。大多数研究都是在使用传统框架评估软件项目时提出的。近年来,随着技术的进步和对技术变化的适应要求,敏捷开发方法论在软件行业的研究和开发中引起了极大的兴趣。敏捷的动态性质需要开发各种技术,这些技术可以用于软件成本和工作量估计。本文对几种流行的技术进行了研究,并提出了一种将两种技术相结合的新技术。
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引用次数: 0
The prolonged movement of non-performing assets in both Indian public and private sector banks: A pragmatic assessment 印度公共和私营部门银行不良资产的长期流动:一项务实的评估
IF 1.4 Pub Date : 2022-10-03 DOI: 10.1080/02522667.2022.2128513
Arya Kumar, Debashisa Mohanty, Apoorva Mishra, Niyati Chaudhary
Abstract The failure of the financial system pulls down the business and country’s economy when it is experienced in the case of banks. A good performance of the banking system upholds the nation’s goodwill and economy. Banking activities indulge in lending activities, but the challenge of credit risk sustains with the banks unwantedly which leads to the rising of non-performing assets (NPA). The present study encounters the responses by the bankers of both private and public banks regarding the sky touching rise of NPAs to highlight the significant responsibility for the unwanted rise and identify the similarity of responses by both types of banks. The consequence is significantly true for both types of banks as they agree to the responses for the NPAs that are slowly rising and further, the study confirms that the major stake for NPAs is due to the lending of funds to agricultural and industrial sectors and with the highest credit burden owing by the governments’ organization.
以银行为例,金融体系的失败会拖累企业和国家经济。银行体系的良好表现维护了国家的信誉和经济。银行活动沉迷于放贷活动,但信贷风险的挑战却在银行的不经意间持续存在,导致不良资产不断上升。本研究探讨了私人银行和公共银行的银行家对NPA令人震惊的上升的反应,以强调对不必要的上升的重大责任,并确定这两类银行的反应的相似性。这两类银行的结果都非常正确,因为它们同意对正在缓慢上升的NPA的回应。此外,研究证实,NPA的主要利益是由于向农业和工业部门贷款,以及政府组织所欠的最高信贷负担。
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引用次数: 3
Evaluation of digital transformation process through the Presidential Government System: Digital transformation office 总统制政府系统数字化转型过程评估:数字化转型办公室
IF 1.4 Pub Date : 2022-10-03 DOI: 10.1080/02522667.2022.2128526
Sinem Şahnagil, H. Salahaddin Gezici, Mustafa Kocaoğlu
Abstract In today’s world, where we are in the process of information society, especially the development of internet technology and the use of the internet by large masses of people in very wide geographies have brought along a digital transformation not only socially but also administratively. Although the administrative reflections of digital transformation have developed on the basis of the private sector primarily, it is seen that this situation has started to manifest itself in public administration and public administrations have gone into the efforts for adapting to this wave of transformation over time. The implementation of digital transformation in public administration as a whole is essentially carried out with the aim of eliminating some prominent serious problems of public administration and in addition developing the aspects further that are in good condition. As a matter of fact, new business setups are made and strategies are developed with the intention of adapting to digital transformation, so that it becomes possible for institutions to provide services in a more transparent, participatory, accountable, quality, effective and efficient manner and thus to satisfy the target audience they serve. It is seen that different structures have been made in order to adapt to the digital transformation, with the transition to the Presidential government system in Turkey. One of these new structures is Presidency Offices. Among these offices, which provide technical support to public policy making and decision-making activities in different fields, the Presidency Digital Transformation Office has undertaken the task of leading the digital transformation of the public administration. Since its establishment, the Presidency Digital Transformation Office continues to implement many activities and applications and to contribute positively to the digital transformation process in order to fulfil the mission it has undertaken. In this study, which aims to evaluate the digital transformation process through public administration and more specifically the Presidency Digital Transformation Office, digital transformation is discussed conceptually and theoretically, first. In the second Section, the main features of the presidential government system and the innovations it has brought along are emphasized. In the third and last Section, the structure and functioning of the Presidency Digital Transformation Office is explained and its contributions to the digital transformation process are evaluated through the activities and applications that the office has done so far.
在当今世界,我们正处于信息社会的进程中,特别是互联网技术的发展和广大地区人民群众对互联网的使用,不仅带来了社会的数字化转型,也带来了行政管理的数字化转型。虽然数字化转型的行政反思主要是在私营部门的基础上发展起来的,但可以看到,这种情况已经开始在公共行政中体现出来,随着时间的推移,公共行政已经开始努力适应这一转型浪潮。公共行政整体数字化转型的实施,本质上是为了消除公共行政中一些突出的严重问题,并进一步发展处于良好状态的方面。事实上,新的业务设置和战略的制定都是为了适应数字化转型,从而使机构能够以更透明、更参与、更负责、更优质、更有效和更高效的方式提供服务,从而满足其服务的目标受众。可以看出,随着土耳其向总统制政府体制的过渡,为了适应数字化转型,已经制定了不同的结构。这些新结构之一是总统办公室。在这些办公室中,为不同领域的公共政策制定和决策活动提供技术支持,总统数字化转型办公室承担了领导公共行政数字化转型的任务。自成立以来,总统数字化转型办公室继续实施许多活动和应用,并为数字化转型进程做出积极贡献,以履行其承担的使命。在本研究中,旨在评估通过公共行政,更具体地说是总统数字化转型办公室的数字化转型过程,首先从概念和理论上讨论了数字化转型。第二部分着重论述了总统制的主要特点及其带来的创新。在第三节也是最后一节中,解释了总统数字转型办公室的结构和功能,并通过该办公室迄今为止所做的活动和应用评估了其对数字转型过程的贡献。
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引用次数: 0
Stress: A study on students of HEI’s of Guwahati city 压力:对古瓦哈提市高等学校学生的研究
IF 1.4 Pub Date : 2022-10-03 DOI: 10.1080/02522667.2022.2128536
Aruna Dev Rroy, R. Bhattacharjee, Papari Nayak, Mohua Deb, Basu Mandal
Abstract Stress is a persisting problem visualized in the youths of present generation. This syndrome which looks very simple but if not treated in the right time, its outcome is devastating in most cases. It has the power to generate and degenerate or demotivate a human mind. If stress increases to a very high level, it may derail a person’s normal course of action. So, keeping this destructive nature of stress the present study intends to identify and analyze the components contributing to the increased stress level amongst UG & PG students. The study used primary data to summarize its findings & identify various components such as psychological, behavioral & environmental factors. The findings of the study will be the torchbearer for academicians, psychologists and future researchers who can derive important conclusion from the findings. The study will help the reader to understand the underlying issue in the youth and provide amicable solution to the burning problem.
压力是当代青年普遍存在的问题。这种症状看起来很简单,但如果不及时治疗,其结果在大多数情况下是毁灭性的。它有力量产生和退化或失去动力的人的思想。如果压力增加到一个非常高的水平,它可能会破坏一个人的正常行动。因此,为了保持这种压力的破坏性,本研究旨在识别和分析导致UG和PG学生压力水平增加的因素。该研究使用原始数据来总结其发现并确定各种组成部分,如心理,行为和环境因素。这项研究的发现将成为学者、心理学家和未来的研究人员的火炬,他们可以从这些发现中得出重要的结论。这项研究将帮助读者了解青年的潜在问题,并为这个紧迫的问题提供友好的解决方案。
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引用次数: 0
Analyzing the mediating effect of consumer online purchase intention in online shopping of domestic appliances 消费者网络购买意愿在家电网购中的中介作用分析
IF 1.4 Pub Date : 2022-10-03 DOI: 10.1080/02522667.2022.2128510
Anoop Bhardwaj, Vinod Kumar, Ajay Sharma, A. Narula
Abstract The advancement of technology along with the unprecedented situation like Covid-19 has brought a big revolution in the e-commerce industry. The consumer finds ease in shopping domestic appliances online as compared to traditional shopping. The present study is being conducted to investigate the factors that influence customers’ online purchasing intentions (COPI) whereby trust (TT), perceived use and usefulness (PEUU), e-service quality (ESQL), perceived behavior control (PBC), subjective norms (SNM) and consumer online shopping behavior (COSB) were analyzed. A questionnaire was utilised as a survey tool to collect data from 383 respondents using a quantitative methodology. The data were examined using structural equation modelling (SEM) to test the hypothesis, fit the model, and determine the relationship between the variables evaluated. The analysis concluded that consumer online purchase intention (COPI) acts as a mediator between the independent variables (TT, PEUU, ESQL, PBC, SNM) and the dependent variable consumer online shopping behavior (COSB). According to the findings, perceived use and usefulness (PEUU) had a negative influence on purchase intention and behaviour, but consumer online purchase intention had a substantial effect on consumer online purchasing behaviour. The study provides scope and new avenues for future research. In addition to this, it also provides the platform for other researchers to target a specific age, gender, education, or marital status to design a new pattern of online shopping.
摘要技术的进步以及新冠肺炎等前所未有的形势给电子商务行业带来了一场巨大的革命。与传统购物相比,消费者在网上购买家用电器更容易。本研究旨在调查影响消费者在线购买意愿(COPI)的因素,分析信任(TT)、感知使用和有用性(PEUU)、电子服务质量(ESQL)、感知行为控制(PBC)、主观规范(SNM)和消费者在线购物行为(COSB)。问卷作为一种调查工具,使用定量方法从383名受访者中收集数据。使用结构方程建模(SEM)对数据进行检验,以检验假设,拟合模型,并确定评估变量之间的关系。分析得出结论,消费者网上购物意愿(COPI)是自变量(TT、PEUU、ESQL、PBC、SNM)和因变量消费者网上购物行为(COSB)之间的中介。研究结果表明,感知使用和有用性(PEUU)对购买意愿和行为有负面影响,但消费者在线购买意愿对消费者在线购买行为有显著影响。这项研究为未来的研究提供了范围和新途径。除此之外,它还为其他研究人员提供了一个平台,以针对特定的年龄、性别、教育程度或婚姻状况来设计新的网上购物模式。
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引用次数: 0
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