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Visualization of Disciplinary Profiles: Enhanced Science Overlay Maps 被引量:10
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作者 Stephen Carley Alan L.Porter +1 位作者 Ismael Rafols Loet Leydesdorff 《Journal of Data and Information Science》 CSCD 2017年第3期68-111,共44页
Purpose: The purpose of this study is to modernize previous work on science overlay maps by updating the underlying citation matrix, generating new clusters of scientific disciplines, enhancing visualizations, and pr... Purpose: The purpose of this study is to modernize previous work on science overlay maps by updating the underlying citation matrix, generating new clusters of scientific disciplines, enhancing visualizations, and providing more accessible means for analysts to generate their own maps Design/methodology/approach: We use the combined set of 2015 Journal Citation Reports for the Science Citation Index (n of journals = 8,778) and the Social Sciences Citation Index (n = 3,212) for a total of 11,365 journals. The set of Web of Science Categories in the Science Citation Index and the Social Sciences Citation Index increased from 224 in 2010 to 227 in 2015. Using dedicated software, a matrix of 227 × 227 cells is generated on the basis of whole-number citation counting. We normalize this matrix using the cosine function. We first develop the citing-side, cosine-normalized map using 2015 data and VOSviewer visualization with default parameter values. A routine for making overlays on the basis of the map ("wc 15.exe") is available at http://www.leydesdorff.net/wc 15/index.htm. Findings: Findings appear in the form of visuals throughout the manuscript. In Figures 1 9 we provide basemaps of science and science overlay maps for a number of companies, universities, and technologies. Research limitations: As Web of Science Categories change and/or are updated so is the need to update the routine we provide. Also, to apply the routine we provide users need access to the Web of Science. Practical implications: Visualization of science overlay maps is now more accurate and true to the 2015 Journal Citation Reports than was the case with the previous version of the routine advanced in our paper.Originality/value: The routine we advance allows users to visualize science overlay maps in VOSviewer using data from more recent Journal Citation Reports. 展开更多
关键词 Science overlay maps Science visualization SCIENTOMETRICS Bibliometrics Interdisciplinary research MULTIDISCIPLINARITY Research policy Research management
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Visualization Analysis of Multi-Domain Access Control Policy Integration Based on Tree-Maps and Semantic Substrates 被引量:2
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作者 Li Pan Qian Xu 《Intelligent Information Management》 2012年第5期188-193,共6页
The complexity of multi-domain access control policy integration makes it difficult to understand and manage the policy conflict information. The policy information visualization technology can express the logical rel... The complexity of multi-domain access control policy integration makes it difficult to understand and manage the policy conflict information. The policy information visualization technology can express the logical relation of the complex information intuitively which can effectively improve the management ability of the multi-domain policy integration. Based on the role-based access control model, this paper proposed two policy analyzing methods on the separated domain statistical information of multi-domain policy integration conflicts and the policy element levels of inter-domain and element mapping of cross-domain respectively. In addition, the corresponding visualization tool is developed. We use the tree-maps algorithm to statistically analyze quantity and type of the policy integration conflicts. On that basis, the semantic substrates algorithm is applied to concretely analyze the policy element levels of inter-domain and role and permission mapping of cross-domain. Experimental result shows tree-maps and semantic substrates can effectively analyze the conflicts of multi-domain policy integration and have a good application value. 展开更多
关键词 Cross-Domain Information Exchange visualization ANALYSIS Tree-maps SEMANTIC SUBSTRATES
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Global trends and hotspots of type 2 diabetes in children and adolescents:A bibliometric study and visualization analysis
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作者 Fang-Shuo Zhang Hai-Jing Li +7 位作者 Xue Yu Yi-Ping Song Yan-Feng Ren Xuan-Zhu Qian Jia-Li Liu Wen-Xun Li Yi-Ran Huang Kuo Gao 《World Journal of Diabetes》 SCIE 2025年第1期140-168,共29页
BACKGROUND Epidemiological surveys indicate an increasing incidence of type 2 diabetes mellitus(T2DM)among children and adolescents worldwide.Due to rapid disease progression,severe long-term cardiorenal complications... BACKGROUND Epidemiological surveys indicate an increasing incidence of type 2 diabetes mellitus(T2DM)among children and adolescents worldwide.Due to rapid disease progression,severe long-term cardiorenal complications,a lack of effective treatment strategies,and substantial socioeconomic burdens,it has become an urgent public health issue that requires management and resolution.Adolescent T2DM differs from adult T2DM.Despite a significant increase in our understanding of youth-onset T2DM over the past two decades,the related review and evidence-based content remain limited.AIM To visualize the hotspots and trends in pediatric and adolescent T2DM research and to forecast their future research themes.METHODS This study utilized the terms“children”,“adolescents”,and“type 2 diabetes”,retrieving relevant articles published between 1983 and 2023 from three citation databases within the Web of Science Core Collection(SCI,SSCI,ESCI).Utilizing CiteSpace and VoSviewer software,we analyze and visually represent the annual output of literature,countries involved,and participating institutions.This allows us to predict trends in this research field.Our analysis encompasses co-cited authors,journal overlays,citation overlays,time-zone views,keyword analysis,and reference analysis,etc.RESULTS A total of 9210 articles were included,and the annual publication volume in this field showed a steady growth trend.The United States had the highest number of publications and the highest H-index.The United States also had the most research institutions and the strongest research capacity.The global hot journals were primarily diabetes professional journals but also included journals related to nutrition,endocrinology,and metabolism.Keyword analysis showed that research related to endothelial dysfunction,exposure risk,cardiac metabolic risk,changes in gut microbiota,the impact on comorbidities and outcomes,etc.,were emerging keywords.They have maintained their popularity in this field,suggesting that these areas have garnered significant research interest in recent years.CONCLUSION Pediatric and adolescent T2DM is increasingly drawing global attention,with genes,behaviors,environmental factors,and multisystemic interventions potentially emerging as future research hot spots. 展开更多
关键词 CHILD ADOLESCENT Type 2 diabetes mellitus BIBLIOMETRICS Knowledge mapping visualization CiteSpace VOSviewer
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开放学习资源自主聚合与可视化导航之共融——Dynamic Learning Maps项目评析 被引量:11
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作者 李士平 赵蔚 +1 位作者 刘红霞 张赛男 《现代教育技术》 CSSCI 2013年第9期5-10,共6页
数字化学习资源重复建设、分布零散、结构混乱是很多国家面临的共同问题。该研究运用文献研究法,对比分析了以往开放学习资源的研究内容,剖析了英国Dynamic Learning Maps项目的技术与思想,在此基础上提炼出自主聚合与可视化导航相融合... 数字化学习资源重复建设、分布零散、结构混乱是很多国家面临的共同问题。该研究运用文献研究法,对比分析了以往开放学习资源的研究内容,剖析了英国Dynamic Learning Maps项目的技术与思想,在此基础上提炼出自主聚合与可视化导航相融合的资源重构方式,并阐述了Dynamic Learning Maps的相应机制,探讨了其功能与具体实现方式,最后通过对该项目相关经验的总结,提出了对我国相关研究的几点启示。 展开更多
关键词 学习地图 资源聚合 可视化导航 学习资源 语义网
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基于CiteSpace的中国自然疗养因子研究可视化分析(1995—2025)
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作者 张芸 秦桂琼 +3 位作者 潘春红 刘芳清 李丹 杨俊伟 《中国疗养医学》 2026年第1期1-5,共5页
目的运用CiteSpace可视化技术系统分析近30年国内自然疗养因子研究动态,明确该领域演进脉络与前沿趋势,为后续研究提供参考。方法以中国知网(CNKI)及万方数据库1995-01-01—2025-06-30收录文献为样本,通过主题词检索筛选“自然疗养因子... 目的运用CiteSpace可视化技术系统分析近30年国内自然疗养因子研究动态,明确该领域演进脉络与前沿趋势,为后续研究提供参考。方法以中国知网(CNKI)及万方数据库1995-01-01—2025-06-30收录文献为样本,通过主题词检索筛选“自然疗养因子”相关文献,导入CiteSpace 6.3.R1软件绘制作者、机构、关键词共现及聚类图谱。结果共纳入有效文献296篇。《中国疗养医学》(178篇,45.0%)为核心刊载平台,徐莉(21篇)、王绍林(9篇)为高产学者,兰州军区临潼疗养院(现临潼康复疗养中心,10篇)为关键研究机构;高频关键词聚焦于疗养(28次)、高血压(20次)、应用(17次);关键词突现分析显示运动干预(强度值2.79)、健康(强度值2.26)为当前研究前沿。结论我国自然疗养因子研究文献集中在疗养医学专业期刊,发文量自2010年峰值后显著衰减,呈现“团队孤立化、机构分散化”特征,亟待加强跨机构协作。研究热点从疾病干预转向健康管理,未来应着力探索运动与自然因子协同干预机制和健康效应循证研究体系构建。 展开更多
关键词 自然疗养因子 疗养 文献计量学 可视化分析 知识图谱
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基于Google Maps的不动产可视化管理系统研究 被引量:5
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作者 赵建保 《地理空间信息》 2014年第5期104-106,109,共4页
不动产具有地理位置固定、价值量大、经营状态多变等特性。为适应不动产可视化管理需求,分析了系统功能,设计了系统三层结构,基于Google Maps和Google Maps JavaScript API,对不动产矢量图的绘制及属性数据添加、不动产可视化显示、不... 不动产具有地理位置固定、价值量大、经营状态多变等特性。为适应不动产可视化管理需求,分析了系统功能,设计了系统三层结构,基于Google Maps和Google Maps JavaScript API,对不动产矢量图的绘制及属性数据添加、不动产可视化显示、不动产明细查询、不动产漫游等关键模块给出了实现过程。应用实践表明,该系统具有较好的可用性和易用性,也能为其他基于地理位置应用的系统设计开发提供参考。 展开更多
关键词 GOOGLE maps 不动产管理 可视化管理系统 GIS
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基于Google Maps的专家地图研究 被引量:2
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作者 杜晖 《软件导刊》 2014年第12期132-134,共3页
基于Google Map API实现某一领域专家地域分布的可视化,构建领域专家地图。该地图是基于知识网络的专家库系统的核心模块,可视化、直观地呈现某学科领域专家的地域分布及有关信息,提供一种新的知识检索途径。
关键词 专家库系统 可视化 专家地图 谷歌地图
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APPLICATION OF MAP AND FILE INFORMATIONVISUALIZATION SYSTEM TO COMPREHENSIVEDIVISION OF NATURAL DISASTERS- Takingthe ChangjiangValleg as an Example 被引量:4
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作者 HU Bao-qing1,4, JIANG Mei-xin2, JUN Su-lan3, ZENG Qiao-song4 ( 1. Department of Geography, Guangxi Normal College, Narming 530001, P. R. China 2. Department of Resource and Environment Sciences, Jiangxi Normal University, Nanchang 3300 《Chinese Geographical Science》 SCIE CSCD 2001年第4期40-49,共10页
ABSTRACT: This paper generalizes the makeup and forming dynamic mechanism of natural disaster systems, principles and methods of comprehensive division of natural disasters, as well as structure, function and up-build... ABSTRACT: This paper generalizes the makeup and forming dynamic mechanism of natural disaster systems, principles and methods of comprehensive division of natural disasters, as well as structure, function and up-build routes of map and file information visualization system (MFIVS). Taking the Changjiang(Yangtze) Valley as an example, on the basis of revealing up the integrated mechanism on the formations of its natural disasters and its distributing law, thereafter, the paper relies on the MFIVS technique, adopts two top-down and bottom-up approaches to study a comprehensive division of natural disasters. It is relatively objective and precise that the required division results include three natural disaster sections and nine natural disaster sub-sections, which can not only provide a scientific basis for utilizing natural resources and controlling natural disaster and environmental degradation, but also be illuminated to a concise, practical and effective technique on comprehensive division. 展开更多
关键词 KEYWORDS: MAP and FILE information visualization system (MFIVS) natural DISASTER systems damage evaluation comprehensive division the CHANGJIANG VALLEY
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Information Organization and Visualization Mechanism of Electronic Map 被引量:2
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作者 CAI Zhongliang WANG Qiao WENG Min JIANG Shanshan DU Qingyun 《Geo-Spatial Information Science》 2008年第4期262-268,共7页
Based on research on information organization and visualization mechanism of multimedia electronic map, this paper proposes an organization method about spatial information and multimedia information of multimedia ele... Based on research on information organization and visualization mechanism of multimedia electronic map, this paper proposes an organization method about spatial information and multimedia information of multimedia electronic map: seamless spatial data were organized and managed by stratified expansion R-tree and Quad-tree hierarchy; and multimedia information data were organized and managed by hypermedia model based on an electronic map. Considering electronic map features, the paper also proposes a method for spatial date organization, which integrates Digital Landscape Model and Digital Cartographic Model, and a hybrid model between vector and raster spatial data. Then, the paper studies information visualization mechanism of multimedia electronic map. Finally, the paper certifies the results via a case of multimedia electronic map authoring tools software—Atlas2005. 展开更多
关键词 electronic map information organization hypermedia model visualization
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Application of GIS to Supporting Atmospheric and Oceanographic Data Management and Visualization 被引量:2
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作者 ZHAO Qifeng FAN Hong LAI Jianfei 《Geo-Spatial Information Science》 2009年第1期50-55,共6页
A GIS for ocean applications called "the Xiamen Atmospheric and Oceanographic Data Management and Display System (AODMDS)" has been designed and developed. The system is based on ArcObjects (AO), a component-bas... A GIS for ocean applications called "the Xiamen Atmospheric and Oceanographic Data Management and Display System (AODMDS)" has been designed and developed. The system is based on ArcObjects (AO), a component-based GIS de- velopment tool. The paper discusses in detail the storage and organization of the atmospheric and oceanographic data, the strategy and methods for the visualization and mapping of oceanographic and atmospheric data, and the implementation of the methods in AODMDS. It also discusses some advanced display control techniques that expand the functions of ArcObjects One of the techniques is "gradient-fill-style color-map control," which provides a feasible color-rich display control for all types of raster maps. As a stand-alone desktop GIS system built on AO, AODMDS provides effective data management and powerful mapping and visualization functions for atmospheric and oceanographic data. 展开更多
关键词 atmospheric and oceanographic data visualization MAPPING component-based development ARCOBJECT
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Visualization for Explanation of Deep Learning-Based Defect Detection Model Using Class Activation Map 被引量:1
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作者 Hyunkyu Shin Yonghan Ahn +3 位作者 Mihwa Song Heungbae Gil Jungsik Choi Sanghyo Lee 《Computers, Materials & Continua》 SCIE EI 2023年第6期4753-4766,共14页
Recently,convolutional neural network(CNN)-based visual inspec-tion has been developed to detect defects on building surfaces automatically.The CNN model demonstrates remarkable accuracy in image data analysis;however... Recently,convolutional neural network(CNN)-based visual inspec-tion has been developed to detect defects on building surfaces automatically.The CNN model demonstrates remarkable accuracy in image data analysis;however,the predicted results have uncertainty in providing accurate informa-tion to users because of the“black box”problem in the deep learning model.Therefore,this study proposes a visual explanation method to overcome the uncertainty limitation of CNN-based defect identification.The visual repre-sentative gradient-weights class activation mapping(Grad-CAM)method is adopted to provide visually explainable information.A visualizing evaluation index is proposed to quantitatively analyze visual representations;this index reflects a rough estimate of the concordance rate between the visualized heat map and intended defects.In addition,an ablation study,adopting three-branch combinations with the VGG16,is implemented to identify perfor-mance variations by visualizing predicted results.Experiments reveal that the proposed model,combined with hybrid pooling,batch normalization,and multi-attention modules,achieves the best performance with an accuracy of 97.77%,corresponding to an improvement of 2.49%compared with the baseline model.Consequently,this study demonstrates that reliable results from an automatic defect classification model can be provided to an inspector through the visual representation of the predicted results using CNN models. 展开更多
关键词 Defect detection visualization class activation map deep learning EXPLANATION visualizing evaluation index
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Urban Vulnerabilities in the Kathmandu Valley, Nepal: Visualizations of Human/Hazard Interactions 被引量:1
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作者 Keshav Bhattarai Dennis Conway 《Journal of Geographic Information System》 2010年第2期63-84,共22页
Excessive unplanned urban growth leads to many vulnerabilities and impacts on urban environments to varying degrees. However, the majority of the extant literature focuses on the problems related to location and socio... Excessive unplanned urban growth leads to many vulnerabilities and impacts on urban environments to varying degrees. However, the majority of the extant literature focuses on the problems related to location and socioeconomic conditions, rather than vulnerability processes and related environmental degradation. This paper analyzes the scope of urban vulnerabilities for five rapidly urbanizing and highly-congested cities in the Kathmandu Valley, Nepal. First, the historic context of the Valley’s uncontrolled urbanization sets the scene. Second, the optic is narrowed to focus upon the geographical features of the resultant urbanized Valley landscape that includes spatial arrangements and of houses, population densities, road networks, vehicular densities, garbage problems, and available open spaces. Additionally, seismic vulnerabilities in the urban areas are also considering in this examination. Third, three-dimensional visualizations of selected urban locations are presented to differentiate between vulnerable and relatively safe locations. The intent of this research is to contribute to the methodological understanding of human/hazards interactions in rapidly urbanizing cities of the Third World, which share similar socioeconomic conditions and environmental con-texts. 展开更多
关键词 URBAN Vulnerability Planning Kathmandu VALLEY Two DIMENSIONAL (2D) maps Three DIMENSIONAL (3D) visualization
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Fault diagnosis of rocket engine ground testing bed with self-organizing maps(SOMs) 被引量:1
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作者 朱宁 冯志刚 王祁 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第2期204-208,共5页
To solve the fault diagnosis problem of liquid propellant rocket engine ground testing bed,a fault diagnosis approach based on self-organizing map(SOM)is proposed.The SOM projects the multidimensional ground testing b... To solve the fault diagnosis problem of liquid propellant rocket engine ground testing bed,a fault diagnosis approach based on self-organizing map(SOM)is proposed.The SOM projects the multidimensional ground testing bed data into a two-dimensional map.Visualization of the SOM is used to cluster the ground testing bed data.The out map of the SOM is divided to several regions.Each region is represented for one fault mode.The fault mode of testing data is determined according to the region of their labels belonged to.The method is evaluated using the testing data of a liquid-propellant rocket engine ground testing bed with sixteen fault states.The results show that it is a reliable and effective method for fault diagnosis with good visualization property. 展开更多
关键词 fault diagnosis self-organizing map (SOM) U-matrix visualization
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Visualization Framework for Inter-Domain Access Control Policy Integration 被引量:1
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作者 潘理 柳宁 訾小超 《China Communications》 SCIE CSCD 2013年第3期67-75,共9页
The rapid increase in resource sharing across domains in the cloud comput- ing environment makes the task of managing inter-domain access control policy integration difficult for the security administrators. Al- thoug... The rapid increase in resource sharing across domains in the cloud comput- ing environment makes the task of managing inter-domain access control policy integration difficult for the security administrators. Al- though a number of policy integration and sec- urity analysis mechanisms have been devel- oped, few focus on enabling the average ad- ministrator by providing an intuitive cognitive sense about the integrated policies, which considerably undermines the usability factor. In this paper we propose a visualization flame- work for inter-domain access control policy integration, which integrates Role Based Ac- cess Control (RBAC) policies on the basis of role-mapping and then visualizes the inte- grated result. The role mapping algorithm in the framework considers the hybrid role hier- archy. It can not only satisfy the security con- straints of non-cyclic inheritance and separa- tion of duty but also make visualization easier. The framework uses role-permission trees and semantic substrates to visualize the integrated policies. Through the interactive policy query visualization, the average administrator can gain an intuitive understanding of the policy integration result. 展开更多
关键词 policy visualization policy integration role based access control role mapping
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Google Maps在Unity中的可视化及交互方法 被引量:2
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作者 张绍泽 任磊 《现代导航》 2019年第1期34-38,共5页
Google Maps由于其丰富的地图资源,使其在基于地图信息的程序中得到广泛应用。Unity由于其上手容易、高效的渲染性能,使其成为最近几年2D和3D程序开发的热门选择。尽管Google提供了Google Maps的应用程序接口,但是这些接口在Unity中无... Google Maps由于其丰富的地图资源,使其在基于地图信息的程序中得到广泛应用。Unity由于其上手容易、高效的渲染性能,使其成为最近几年2D和3D程序开发的热门选择。尽管Google提供了Google Maps的应用程序接口,但是这些接口在Unity中无法直接使用。因此,如何在Unity中实现Google Maps的可视化及交互,成为在Unity中开发基于Google Maps程序的难点。为了解决以上问题,本文提出了Google Maps在Unity中的可视化及交互方法。将RawImage组件作为地图瓦片的可视化载体,通过多个地图瓦片的有序拼接实现Google Maps的可视化。在与Google Maps进行交互时,根据鼠标操作对地图瓦片进行更新,实现Google Maps的平移和缩放。实验结果表明提出的方法可以有效地显示、平移和缩放GoogleMaps,并可以在其基础上进行基于Google Maps的程序开发。 展开更多
关键词 UNITY GOOGLE maps 可视化 交互
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2D Conjugate Maps of DNA Sequences 被引量:1
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作者 Qinxian Bu Jeffrey Z. J. Zheng 《Journal of Information Security》 2013年第4期193-196,共4页
Random sequences play an important role in wider security applications, such as mobile communication and network security. Due to DNA sequences owning natural randomness, in order to show DNA’s characteristics intuit... Random sequences play an important role in wider security applications, such as mobile communication and network security. Due to DNA sequences owning natural randomness, in order to show DNA’s characteristics intuitively, this paper proposes a method to present DNA sequences as conjugate maps. The method includes two core models: measuring models to transfer DNA data into measurements, and visual models to test random sequences as distribution maps to show DNA’s characteristics. The spatial relations between sample DNA and CA random sequences are illustrated and compared in the end. The results show that the distribution of DNA sequences and CA random sequences has significant differences and similarities. It can provide a reference for in-depth visualization study of DNA sequences on their measurement maps. 展开更多
关键词 RANDOM SEQUENCES DNA SEQUENCES CONJUGATE maps visualization
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Information visualization analysis on Advances in Psychological Science:1983-2014 被引量:1
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作者 xiao-Jie pan Hui-Ning Zhao +5 位作者 Mi-Mi Li Li-Hong Hou Yan-Qing Guo Xiao Zheng Ya-Qing Xue Chi-Chen Zhang 《Chinese Nursing Research》 CAS 2017年第3期124-129,共6页
Objective: To describe the revolution and research status of Advances in Psychological Science. Methods: A total of 3060 articles published in Advances in Psychological Science from 1983 to 2014 were analyzed with t... Objective: To describe the revolution and research status of Advances in Psychological Science. Methods: A total of 3060 articles published in Advances in Psychological Science from 1983 to 2014 were analyzed with the information visualization method using Citespace software from the aspects of pub- lications, cited frequency and downloads, funding, organizations, authors and keywords. Results: The results showed that the amount of literature published annually had an upward tendency, and 49.4% of the papers were supported by national or provincial projects. Institutions such as the Chinese Academy of Sciences (CAS) and the normal universities were rated in the forefront of the sci- entific research output. Xiting Huang, Hong Li and Yuejia Luo were at the top of the list of prolific authors. Conclusions: A new pattern of cooperative development of the theory and application in the field of psychological research is forming. 展开更多
关键词 Advances in psychological science Bibliometrics Citespace visualization analysis Scientific knowledge map Current research state Research hotspot
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Hand-feel soil texture observations to evaluate the accuracy of digital soil maps for local prediction of soil particle size distribution:A case study in Central France
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作者 Anne C.RICHER-de-FORGES Dominique ARROUAYS +11 位作者 Laura POGGIO Songchao CHEN Marine LACOSTE Budiman MINASNY Zamir LIBOHOVA Pierre ROUDIER Vera LMULDER HervéNÉDÉLEC Guillaume MARTELET Blandine LEMERCIER Philippe LAGACHERIE Hocine BOURENNANE 《Pedosphere》 SCIE CAS CSCD 2023年第5期731-743,共13页
Digital maps of soil properties are now widely available.End-users now can access several digital soil mapping(DSM)products of soil properties,produced using different models,calibration/training data,and covariates a... Digital maps of soil properties are now widely available.End-users now can access several digital soil mapping(DSM)products of soil properties,produced using different models,calibration/training data,and covariates at various spatial scales from global to local.Therefore,there is an urgent need to provide easy-to-understand tools to communicate map uncertainty and help end-users assess the reliability of DSM products for use at local scales.In this study,we used a large amount of hand-feel soil texture(HFST)data to assess the performance of various published DSM products on the prediction of soil particle size distribution in Central France.We tested four DSM products for soil texture prediction developed at various scales(global,continental,national,and regional)by comparing their predictions with approximately 3200 HFST observations realized on a 1:50000 soil survey conducted after release of these DSM products.We used both visual comparisons and quantitative indicators to match the DSM predictions and HFST observations.The comparison between the low-cost HFST observations and DSM predictions clearly showed the applicability of various DSM products,with the prediction accuracy increasing from global to regional predictions.This simple evaluation can determine which products can be used at the local scale and if more accurate DSM products are required. 展开更多
关键词 digital soil mapping products easy-to-understand tool hand-feel observation local use map uncertainty prediction performance spatial extent visual assessment
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Pseudo DNA Sequence Generation of Non-Coding Distributions Using Variant Maps on Cellular Automata
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作者 Jeffrey Zheng Jin Luo Wei Zhou 《Applied Mathematics》 2014年第1期153-174,共22页
In a recent decade, many DNA sequencing projects are developed on cells, plants and animals over the world into huge DNA databases. Researchers notice that mammalian genomes encoding thousands of large noncoding RNAs ... In a recent decade, many DNA sequencing projects are developed on cells, plants and animals over the world into huge DNA databases. Researchers notice that mammalian genomes encoding thousands of large noncoding RNAs (lncRNAs), interact with chromatin regulatory complexes, and are thought to play a role in localizing these complexes to target loci across the genome. It is a challenge target using higher dimensional tools to organize various complex interactive properties as visual maps. In this paper, a Pseudo DNA Variant MapPDVM is proposed following Cellular Automata to represent multiple maps that use four Meta symbols as well as DNA or RNA representations. The system architecture of key components and the core mechanism on the PDVM are described. Key modules, equations and their I/O parameters are discussed. Applying the PDVM, two sets of real DNA sequences from both the sample human (noncoding DNA) and corn (coding DNA) genomes are collected in comparison with two sets of pseudo DNA sequences generated by a stream cipher HC-256 under different modes to show their intrinsic properties in higher levels of similar relationships among relevant DNA sequences on 2D maps. Sample 2D maps are listed and their characteristics are illustrated under a controllable environment. Various distributions can be observed on both noncoding and coding conditions from their symmetric properties on 2D maps. 展开更多
关键词 Large Noncoding DNA Analysis Stream CIPHER HC-256 Binary to DNA PSEUDO DNA Sequence Visual Distribution VARIANT Map
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Visualizing risk factors of dementia from scholarly literature using knowledge maps and next-generation data models
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作者 Kiran Fahd Sitalakshmi Venkatraman 《Visual Computing for Industry,Biomedicine,and Art》 EI 2021年第1期165-182,共18页
Scholarly communication of knowledge is predominantly document-based in digital repositories,and researchers find it tedious to automatically capture and process the semantics among related articles.Despite the presen... Scholarly communication of knowledge is predominantly document-based in digital repositories,and researchers find it tedious to automatically capture and process the semantics among related articles.Despite the present digital era of big data,there is a lack of visual representations of the knowledge present in scholarly articles,and a time-saving approach for a literature search and visual navigation is warranted.The majority of knowledge display tools cannot cope with current big data trends and pose limitations in meeting the requirements of automatic knowledge representation,storage,and dynamic visualization.To address this limitation,the main aim of this paper is to model the visualization of unstructured data and explore the feasibility of achieving visual navigation for researchers to gain insight into the knowledge hidden in scientific articles of digital repositories.Contemporary topics of research and practice,including modifiable risk factors leading to a dramatic increase in Alzheimer’s disease and other forms of dementia,warrant deeper insight into the evidence-based knowledge available in the literature.The goal is to provide researchers with a visual-based easy traversal through a digital repository of research articles.This paper takes the first step in proposing a novel integrated model using knowledge maps and next-generation graph datastores to achieve a semantic visualization with domain-specific knowledge,such as dementia risk factors.The model facilitates a deep conceptual understanding of the literature by automatically establishing visual relationships among the extracted knowledge from the big data resources of research articles.It also serves as an automated tool for a visual navigation through the knowledge repository for faster identification of dementia risk factors reported in scholarly articles.Further,it facilitates a semantic visualization and domain-specific knowledge discovery from a large digital repository and their associations.In this study,the implementation of the proposed model in the Neo4j graph data repository,along with the results achieved,is presented as a proof of concept.Using scholarly research articles on dementia risk factors as a case study,automatic knowledge extraction,storage,intelligent search,and visual navigation are illustrated.The implementation of contextual knowledge and its relationship for a visual exploration by researchers show promising results in the knowledge discovery of dementia risk factors.Overall,this study demonstrates the significance of a semantic visualization with the effective use of knowledge maps and paves the way for extending visual modeling capabilities in the future. 展开更多
关键词 Big data Data visualization Knowledge maps DEMENTIA Non-relational database Graph database Neo4j Semantic visualization
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