Journal of Information Science and Engineering最新文献_第5页

Comparison Between Milstein and Exact Coupling Methods using MATLAB for a Particular Two-Dimensional Stochastic Differential Equation 特定二维随机微分方程Milstein与精确耦合方法的MATLAB比较

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-11-01 DOI: 10.6688/JISE.202011_36(6).0006

Yousef Alnafisah

引用次数: 0

Convolutional and Fully Connected Layer in DFN DFN中的卷积和全连通层

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-09-01 DOI: 10.6688/JISE.202009_36(5).0009

Mian Mian Lau, K. Lim

引用次数: 1

A Risk Assessment Approach of Hypertension Based on Mobile Crowd Sensing 基于移动人群感知的高血压风险评估方法

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-09-01 DOI: 10.6688/JISE.202009_36(5).0012

Huanhuan Zhao, Zuchang Ma, Yining Sun

{"title":"A Risk Assessment Approach of Hypertension Based on Mobile Crowd Sensing","authors":"Huanhuan Zhao, Zuchang Ma, Yining Sun","doi":"10.6688/JISE.202009_36(5).0012","DOIUrl":"https://doi.org/10.6688/JISE.202009_36(5).0012","url":null,"abstract":"Mobile crowd sensing (MCS) makes full use of the sensing and wireless communication capabilities of smart mobile devices to collect real-time information effectively. It makes it possible to monitor people's health condition in real time. Our health information collected through MCS can be used to improve healthcare service. Hypertension is a widespread chronic disease, and preventing hypertension can effectively reduce the incidence of cardiovascular disease. In this paper, we propose a hypertension risk assessment approach based on mobile crowd sensing, which allows for real time health monitoring and warning. In order to stimulate the enthusiasm of MCS volunteers, optimized communication model is used to reduce the communication cost of non-data-users. Additionally, the current hypertension risk status of patients will be feed back to them in real time. In our approach, binary logistic regression is used to select risk factors of hypertension, and then the risk factors are used as the inputs of BP neural network to construct the risk prediction model. Furthermore, the hypertension risk is further divided into low risk, medium risk and high risk through cumulative distribution function. 4498 samples from a community health service center in Hefei area were used to evaluate the performance of the proposed approach. The experimental results show that the proposed approach can provide real-time, effective monitoring and dynamic feedback of the hypertension risk, offering a novel clinical tool for the early warning of hypertension. The proposed approach also provides a general framework for risk assessment of other chronic diseases.","PeriodicalId":50177,"journal":{"name":"Journal of Information Science and Engineering","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45750214","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: 1

Rule Based Conversion of L A T E X Math Equations into Content MathML (CMML) 基于规则的L - T - X数学方程到内容MathML (cml)的转换

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-09-01 DOI: 10.6688/JISE.202009_36(5).0006

Sharaf Hussain, Samita Bai, S. Khoja

{"title":"Rule Based Conversion of L A T E X Math Equations into Content MathML (CMML)","authors":"Sharaf Hussain, Samita Bai, S. Khoja","doi":"10.6688/JISE.202009_36(5).0006","DOIUrl":"https://doi.org/10.6688/JISE.202009_36(5).0006","url":null,"abstract":"This paper discusses the formation of math grammar rules for LATEX math equations. These rules are used to generate Abstract Syntax Tree (AST) which extracts structural information from mathematical expressions given in LATEX format. Later AST is used to generate XML structure of mathematical expressions that make mathematical expressions machine-readable in heterogeneous environments. A rule-based algorithm is also proposed that converts LATEX math expressions into Content MathML (CMML), which produces semantic enrichment in web documents. The rules for writing LATEX math equations are formulated and implemented as LATEX Math Grammar (LMG), which are used for generating AST. Further, AST is converted into XML structure which is used to generate CMML encoding. Initially, the conversion algorithm is tested on 20 equations used in an NTCIR-12 math competition, then the algorithm is tested on NTCIR-12 Wikipedia-MathIR and ArXiv data sets. The results show that our algorithm is capable of converting LATEX complex equations into CMML extensively as compared to the existing ones as well as its time efficiency is better than contemporary systems.","PeriodicalId":50177,"journal":{"name":"Journal of Information Science and Engineering","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87300611","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: 1

Modelling of Charging Control Scheme for QZSI with Battery Topology 基于电池拓扑的QZSI充电控制方案建模

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-09-01 DOI: 10.6688/JISE.202009_36(5).0002

K. H. Law

引用次数: 4

Vanishing Gradient Analysis in Stochastic Diagonal Approximate Greatest Descent Optimization 随机对角近似最大下降优化中的消失梯度分析

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-09-01 DOI: 10.6688/JISE.202009_36(5).0005

H. Tan, K. Lim

{"title":"Vanishing Gradient Analysis in Stochastic Diagonal Approximate Greatest Descent Optimization","authors":"H. Tan, K. Lim","doi":"10.6688/JISE.202009_36(5).0005","DOIUrl":"https://doi.org/10.6688/JISE.202009_36(5).0005","url":null,"abstract":"Deep learning neural network is often associated with high complexity classification problems by stacking multiple hidden layers between input and output. The measured error is backpropagated layer-by-layer in a network with gradual vanishing gradient value due to the differentiation of activation function. In this paper, Stochastic Diagonal Approximate Greatest Descent (SDAGD) is proposed to tackle the issue of vanishing gradient in the deep learning neural network using the adaptive step length derived based on the second-order derivatives information. The proposed SDAGD optimizer trajectory is demonstrated using three-dimensional error surfaces, i:e: (a) a hilly error surface with two local minima and one global minimum; (b) a deep Gaussian trench to simulate drastic gradient changes experienced with ravine topography and (c) small initial gradient to simulate a plateau terrain. As a result, SDAGD is able to converge at the fastest rate to the global minimum without the interference of vanishing gradient issue as compared to other benchmark optimizers such as Gradient Descent (GD), AdaGrad and AdaDelta. Experiments are tested on saturated and unsaturated activation functions using sequential added hidden layers to evaluate the vanishing gradient mitigation with the proposed optimizer. The experimental results show that SDAGD is able to obtain good performance in the tested deep feedforward networks while stochastic GD obtain worse misclassification error when the network has more than three hidden layers due to the vanishing gradient issue. SDAGD can mitigate the vanishing gradient by adaptively control the step length element in layers using the second-order information. At the constant training iteration setup, SDAGD with ReLU can achieve the lowest misclassification rate of 1.77% as compared to other optimization methods.","PeriodicalId":50177,"journal":{"name":"Journal of Information Science and Engineering","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88373898","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

Transcultural Practices of International Students as Identity Performances in Digital Settings 国际学生的跨文化实践作为数字环境下的身份表演

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-08-27 DOI: 10.32674/jise.v9i2.2175

Osman Solmaz

引用次数: 0

Forging the ideal educated girl: the production of desirable subjects in Muslim South Asia. 塑造理想的受过教育的女孩:南亚穆斯林理想科目的生产。

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-08-19 DOI: 10.32674/jise.v9i2.1666

Taiwo Adenuga

引用次数: 1

Mindset, Heartset, and Skillset 心态、心态和技能

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-08-14 DOI: 10.32674/jise.v9isi.2810

Prince Paa-Kwesi Heto, H. Indangasi

引用次数: 1

Role of Value Creating Education and Ubuntu Philosophy in Fostering Humanism in Africa 价值创造教育与Ubuntu哲学在非洲人文精神培育中的作用

IF 1.1 4区计算机科学

Journal of Information Science and Engineering Pub Date : 2020-08-11 DOI: 10.32674/jise.v9is(1).1857

M. Odari

{"title":"Role of Value Creating Education and Ubuntu Philosophy in Fostering Humanism in Africa","authors":"M. Odari","doi":"10.32674/jise.v9is(1).1857","DOIUrl":"https://doi.org/10.32674/jise.v9is(1).1857","url":null,"abstract":"Soka (value creating) education is a Japanese concept propounded by Tsunesaburo Makiguchi and further developed by Josei Toda and Daisaku Ikeda. This educational philosophy aims to foster individuals who can find meaning in their lives and contribute to the well-being of others to better society. Ubuntu, an African philosophy, espouses togetherness and collectivism. Like value creating education, Ubuntu promotes working for the good of all not solely the individual. Examining these two philosophies, this paper explored their role in promoting humanism. Focusing on the education system in Kenya, this paper investigated how the institutionalization of both philosophies can foster global citizens and realize a more humane Kenya. Furthermore, this paper illustrated the importance of educators as agents of change, aiding students to become global citizens who work towards building a more humanistic society. This paper concluded that integrating both value creating education and Ubuntu in the education system can serve as a tool to nurture individuals who will not only improve their quality of life but also contribute positively to promote a more just and prosperous world.","PeriodicalId":50177,"journal":{"name":"Journal of Information Science and Engineering","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2020-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47625561","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