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Government Data Openness and Coverage. How do They Affect Trust in European Countries? 被引量:3
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作者 Nicolás Gonzálvez-Gallego Laura Nieto-Torrejón 《Journal of Data and Information Science》 CSCD 2021年第1期139-153,共15页
Purpose: This paper aims to assess if the extent of openness and the coverage of data sets released by European governments have a significant impact on citizen trust in public institutions.Design/methodology/approach... Purpose: This paper aims to assess if the extent of openness and the coverage of data sets released by European governments have a significant impact on citizen trust in public institutions.Design/methodology/approach: Data for openness and coverage have been collected from the Open Data Inventory 2018(ODIN), by Open Data Watch;institutional trust is built up as a formative construct based on the European Social Survey(ESS), Round 9. The relations between the open government data features and trust have been tested on the basis of structural equation modelling(SEM).Findings: The paper reveals that as European governments improve data openness, disaggregation, and time coverage, people tend to trust them more. However, the size of the effect is still small and, comparatively, data coverage effect on citizens' confidence is more than twice than the impact of openness.Research limitations: This paper analyzes the causal effect of Open Government Data(OGD) features captured in a certain moment of time. In upcoming years, as OGD is implemented and a more consistent effect on people is expected, time series analysis will provide with a deeper insight.Practical implications: Public officers should continue working in the development of a technological framework that contributes to make OGD truly open. They should improve the added value of the increasing amount of open data currently available in order to boost internal and external innovations valuable both for public agencies and citizens.Originality/value: In a field of knowledge with little quantitative empirical evidence, this paper provides updated support for the positive effect of OGD strategies and it also points out areas of improvement in terms of the value that citizens can get from OGD coverage and openness. 展开更多
关键词 open government data open data TRUST Public policy
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The effect of data sharing on supply chain risks:a quasi-natural experiment from China’s public data open platforms
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作者 Jinglu Zhao 《China Journal of Accounting Research》 2025年第4期1-29,共29页
Data represent a crucial production factor and information source for firms’production scheduling and risk management.Exploiting China’s staggered establishment of public data open platforms(PDOPs),I sample Chinese ... Data represent a crucial production factor and information source for firms’production scheduling and risk management.Exploiting China’s staggered establishment of public data open platforms(PDOPs),I sample Chinese A-share listed firms(2010–2022)and apply a staggered difference-in-differences model to investigate how data sharing impacts firm-level supply chain risk.Supply chain risk decreases significantly following PDOP establishment.Data sharing via PDOPs alleviates the“bullwhip effect”and promotes supply chain diversification,mitigating supply chain risks.In more complex firms,those with more advanced digital innovation,as well as non-state-owned firms,data sharing plays a greater role in alleviating supply chain risks.These findings increase awareness of the significance of data resources and offer practical guidance for enterprises’supply chain risk management. 展开更多
关键词 Public data opening Supply chain risk data sharing Bullwhip effect Supply chain diversification
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The economic value of open government data:Micro evidence from corporate investment
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作者 Yumei Fu Baixun Li 《Journal of Data and Information Science》 2025年第4期316-362,共47页
Purpose:This research endeavors to investigate the impact of open government data on corporate investment,emphasizing the exploration of underlying mechanisms,heterogeneous effects,and implications for investment effi... Purpose:This research endeavors to investigate the impact of open government data on corporate investment,emphasizing the exploration of underlying mechanisms,heterogeneous effects,and implications for investment efficiency.Utilizing the implementation of government data open platforms as a quasi-natural experiment,this study aims to elucidate how public data transparency affects firms’investment decisions and resource allocation.Design/methodology/approach:This study employs a staggered Difference-in-Differences(DID)model as its principal methodological framework.This approach facilitates causal inference by examining the differential changes in corporate investment between firms influenced by the data openness policy and those that remain unaffected over time.Findings:The findings indicate that open government data substantially enhance corporate investment levels.A mechanistic analysis identifies three principal channels through which this effect is mediated:alleviation of overall financing constraints,reduction of financing costs,and expansion of the financing scale.A heterogeneity analysis suggests that the positive impact is more pronounced in state-owned enterprises,high-tech firms,and companies experiencing elevated levels of macroeconomic uncertainty.Moreover,the transparency of government data improves the responsiveness of corporate investment to emerging opportunities,thereby augmenting the overall efficiency of corporate investment.Research limitations:This study primarily examined the influence of government data transparency on corporate investment,while not accounting for the effects of macroeconomic variability,internal corporate governance frameworks,and industry-specific regulatory policies.Practical implications:Government open data platforms can effectively boost corporate investment and resource allocation.Policymakers should focus on improving the quality and accessibility of these data,especially in areas with high economic uncertainty,to support business investments.Firms,particularly high-tech and financially constrained firms,can use open data to ease capital limitations and find investment opportunities.Regulators should promote data transparency to enhance economic vitality through efficient corporate investments.Originality/value:This study enhances the existing literature by offering causal evidence of the impact of open government data on corporate investment,a subject that has been relatively underexplored empirically.By employing a quasi-natural experiment centered on the implementation of government data platforms,this study adopts a robust methodological approach to address endogeneity issues,thereby advancing methodological rigor in investigations of public data governance and corporate behavior. 展开更多
关键词 open government data Corporate investment Financing constraints Investment efficiency
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“开放数据”(Open Data)的基本逻辑——以NYC Open Data为样本 被引量:1
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作者 吴伟强 吴安琪 杨婧雯 《浙江工业大学学报(社会科学版)》 2014年第4期388-393,共6页
为了加强政府的责任和响应能力,提高公共机构的运作水平和相互之间的协同效率,回应公众对公共数据的需求,创造新的经济机会,一些政府以立法的形式,正在运用最新的大数据技术建设开放数据系统。系统所体现的知识开放性的科学规范尊重,建... 为了加强政府的责任和响应能力,提高公共机构的运作水平和相互之间的协同效率,回应公众对公共数据的需求,创造新的经济机会,一些政府以立法的形式,正在运用最新的大数据技术建设开放数据系统。系统所体现的知识开放性的科学规范尊重,建设者缜密的计划,公开而严格的技术标准,以及高度的开放性和互动性,给我们提供了极佳的启示。 展开更多
关键词 open data BIG data 开放政府
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政府信息公开对地理信息资源开发利用的影响——基于NYC open data计划的案例研究 被引量:2
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作者 崔洪铭 白文琳 《图书情报知识》 CSSCI 北大核心 2014年第3期35-40,共6页
公开政府数据已经成为政府信息公开的新趋势,而随着各国政府数据公开计划的推进与实施,相关信息资源的深度利用越发受到关注,由此所催生的相关产业的发展前景也被普遍看好。本文以纽约市政府数据公开计划为例,利用案例研究的方法,探究... 公开政府数据已经成为政府信息公开的新趋势,而随着各国政府数据公开计划的推进与实施,相关信息资源的深度利用越发受到关注,由此所催生的相关产业的发展前景也被普遍看好。本文以纽约市政府数据公开计划为例,利用案例研究的方法,探究政府信息公开对于地理信息资源开发利用的影响。研究结果表明:随着政府所掌握的地理信息资源的公开,地理信息资源产品将向着功能多样、有效程度高的方向发展,用户将获得更好的使用体验,进而推动地理信息资源产业的发展;同时,政府信息公开所带来的地理信息资源开发利用的深化,将加快智慧城市的建设步伐。 展开更多
关键词 政府信息公开 纽约市数据公开 地理信息资源应用 地理信息资源产业 智慧城市
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Open Data Services和Socket的应用研究——数据库服务器与应用程序间网络通信接口模块的设计 被引量:2
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作者 张玮 《江西气象科技》 2004年第1期33-36,共4页
在数据库应用系统开发时常遇到的问题是如何合理的设计外部进程访问数据库的时间控制方案,在满足设计要求的响应时间的前提下,把握好系统与网络负载同系统事务响应处理速度之间的平衡关系。但在实际开发过程中对于某些类型数据的响应处... 在数据库应用系统开发时常遇到的问题是如何合理的设计外部进程访问数据库的时间控制方案,在满足设计要求的响应时间的前提下,把握好系统与网络负载同系统事务响应处理速度之间的平衡关系。但在实际开发过程中对于某些类型数据的响应处理缺乏有效率的解决途径。此类数据采用通常的处理方式往往不能较好地得到解决。基于此,开发了1种由ODSAPI和Socket编程的数据库ESP扩展方法,由应用系统主动查询方式变为数据库系统主动通知或推送的方式,从而提供了1种高效率的解决方案。 展开更多
关键词 开放数据服务 数据库 触发器 存储过程
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基于Open Linked Data的中西医关联发现云平台
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作者 顾珮嵚 吴朝晖 +1 位作者 陈华钧 陈曦 《中国数字医学》 2014年第5期88-92,共5页
提出了一个用于中西医关联发现的云平台—BioTCM Cloud。该平台是构建在大量的开放链接数据(Linked Data)的基础上,以及跨领域知识整合的需要。面对海量的链接数据,提出了基于MapReduce框架的分布式语义推理框架,用于解决基于领域规则... 提出了一个用于中西医关联发现的云平台—BioTCM Cloud。该平台是构建在大量的开放链接数据(Linked Data)的基础上,以及跨领域知识整合的需要。面对海量的链接数据,提出了基于MapReduce框架的分布式语义推理框架,用于解决基于领域规则的知识推理问题。以中医草药为案例,分布式语义推埋可以建立中医药和西医之间的关联,以促进中西医之间的沟通和数据共享。 展开更多
关键词 开放链接数据 生物医药信息学 分布式计算 中医药信息化
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Legal Risks and Governance Strategies for Open Public Data in China
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作者 Linglan Xia 《Proceedings of Business and Economic Studies》 2024年第6期196-201,共6页
With advancements in information technology and the increasing demand for data-driven governance,the openness of public data has become essential for global governance and social innovation.However,legal risks related... With advancements in information technology and the increasing demand for data-driven governance,the openness of public data has become essential for global governance and social innovation.However,legal risks related to privacy protection,data security,intellectual property,liability allocation,and legal adaptability pose significant challenges to data governance in China.This paper analyzes these risks and proposes three strategies:enhancing the legal framework through clear data classification and accountability mechanisms,establishing regulatory bodies to monitor data usage,and promoting public education on data privacy.These strategies aim to address gaps in legal discourse and guide effective data governance,contributing to the secure development of open data initiatives in China and beyond. 展开更多
关键词 Public data data openness Legal risks Governance strategies
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开放关联数据赋能书目数据的实践指南--评Linked Open Data Enabled Bibliographical Data(LODE-BD)3.0
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作者 安璐 邵琦 《科技情报研究》 2022年第2期95-98,共4页
[目的/意义]评价Linked Open Data Enabled Bibliographical Data(LODE-BD)3.0一书在开放关联数据赋能书目数据方面做出的学术贡献,帮助读者掌握开放关联数据的应用技能。[方法/过程]阐述开放关联数据应用指南的编撰目的,理解LODE-BD的... [目的/意义]评价Linked Open Data Enabled Bibliographical Data(LODE-BD)3.0一书在开放关联数据赋能书目数据方面做出的学术贡献,帮助读者掌握开放关联数据的应用技能。[方法/过程]阐述开放关联数据应用指南的编撰目的,理解LODE-BD的实践建议,思考如何将书目数据表示为开放关联数据,帮助用户开放获取相关的书目资源,实现书目资源的互联互通。[结果/结论]该书是一本成熟的,关于如何选择合适编码策略来生成开放关联数据赋能的书目数据的操作指南,具有丰富的理论价值、方法指导与实践意义。 展开更多
关键词 开放关联数据 书目数据 元数据 书评 实践指南
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Enhancing the Regulatory Framework for Financial Data Sharing Between Banks and Enterprises
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作者 Haoran Yang 《Proceedings of Business and Economic Studies》 2025年第4期474-485,共12页
In the process of implementing data openness between banks and fin-tech companies,as the breadth and depth of cooperation between banks and enterprises continue to increase,there is a risk of“too much correlation to ... In the process of implementing data openness between banks and fin-tech companies,as the breadth and depth of cooperation between banks and enterprises continue to increase,there is a risk of“too much correlation to fail”and“too many links to fail”.There are problems with the implementation of financial data openness by regulatory agencies for banks and fin-tech enterprises,such as the ambiguity of regulatory responsibilities,the emphasis on financial regulatory goals,and the lag in regulatory methods.To address these issues,it is necessary to clarify the responsibilities of financial regulatory agencies,establish a collaborative mechanism for financial regulation,coordinate the types of risks in bank enterprise cooperation,achieve the technical implementation of financial regulatory measures and the design of regulatory systems,obtain regulatory data in real time,establish a hierarchical regulatory system for bank enterprise cooperation to improve the regulatory path,and ensure the rational and legal use of financial data in bank enterprise cooperation. 展开更多
关键词 Fin-tech companies Bank enterprise cooperation Financial data openness financial regulation
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Gap analysis on open data interconnectivity for disaster risk research 被引量:3
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作者 Guoqing Li Jing Zhao +2 位作者 Virginia Murray Carol Song Lianchong Zhang 《Geo-Spatial Information Science》 SCIE CSCD 2019年第1期45-58,共14页
Open data strategies are being adopted in disaster-related data particularly because of the need to provide information on global targets and indicators for implementation of the Sendai Framework for Disaster Risk Red... Open data strategies are being adopted in disaster-related data particularly because of the need to provide information on global targets and indicators for implementation of the Sendai Framework for Disaster Risk Reduction 2015–2030.In all phases of disaster risk management including forecasting,emergency response and post-disaster reconstruction,the need for interconnected multidisciplinary open data for collaborative reporting as well as study and analysis are apparent,in order to determine disaster impact data in timely and reportable manner.The extraordinary progress in computing and information technology in the past decade,such as broad local and wide-area network connectivity(e.g.Internet),highperformance computing,service and cloud computing,big data methods and mobile devices,provides the technical foundation for connecting open data to support disaster risk research.A new generation of disaster data infrastructure based on interconnected open data is evolving rapidly.There are two levels in the conceptual model of Linked Open Data for Global Disaster Risk Research(LODGD)Working Group of the Committee on Data for Science and Technology(CODATA),which is the Committee on Data of the International Council for Science(ICSU):data characterization and data connection.In data characterization,the knowledge about disaster taxonomy and data dependency on disaster events requires specific scientific study as it aims to understand and present the correlation between specific disaster events and scientific data through the integration of literature analysis and semantic knowledge discovery.Data connection concepts deal with technical methods to connect distributed data resources identified by data characterization of disaster type.In the science community,interconnected open data for disaster risk impact assessment are beginning to influence how disaster data are shared,and this will need to extend data coverage and provide better ways of utilizing data across domains where innovation and integration are now necessarily needed. 展开更多
关键词 open data INTERCONNECTIVITY gap analysis disaster risk
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Why Open Government Data? The Case of a Swedish Municipality 被引量:1
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作者 Koraljka Golub Arwid Lund 《Journal of Data and Information Science》 CSCD 2021年第1期120-138,共19页
Purpose: The purpose of this exploratory study is to provide modern local governments with potential use cases for their open data, in order to help inform related future policies and decision-making. The concrete con... Purpose: The purpose of this exploratory study is to provide modern local governments with potential use cases for their open data, in order to help inform related future policies and decision-making. The concrete context was that of the Vaxjo municipality located in southeastern Sweden.Design/methodology/approach: The methodology was two-fold: 1) a survey of potential end users(n=151) from a local university;and, 2) analysis of survey results using a theoretical model regarding local strategies for implementing open government data.Findings: Most datasets predicted to be useful were on: sustainability and environment;preschool and school;municipality and politics. The use context given is primarily research and development, informing policies and decision making;but also education, informing personal choices, informing citizens and creating services based on open data. Not the least, the need for educating target user groups on data literacy emerged. A tentative pattern comprising a technical perspective on open data and a social perspective on open government was identified. Research limitations: In line with available funding, the nature of the study was exploratory and implemented as an anonymous web-based survey of employees and students at the local university. Further research involving(qualitative) surveys with all stakeholders would allow for creating a more complete picture of the matter. Practical implications: The study determines potential use cases and use contexts for open government data, in order to help inform related future policies and decision-making.Originality/value: Modern local governments, and especially in Sweden, are faced with a challenge of how to make their data open, how to learn about which types of data will be most relevant for their end users and what will be different societal purposes. The paper contributes to knowledge that modern local governments can resort to when it comes to attitudes of local citizens to open government data in the context of an open government data perspective. 展开更多
关键词 open data E-GOVERNMENT open government
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FAIR + FIT: Guiding Principles and Functional Metrics for Linked Open Data(LOD) KOS Products 被引量:1
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作者 Marcia Lei Zeng Julaine Clunis 《Journal of Data and Information Science》 CSCD 2020年第1期93-118,共26页
Purpose:To develop a set of metrics and identify criteria for assessing the functionality of LOD KOS products while providing common guiding principles that can be used by LOD KOS producers and users to maximize the f... Purpose:To develop a set of metrics and identify criteria for assessing the functionality of LOD KOS products while providing common guiding principles that can be used by LOD KOS producers and users to maximize the functions and usages of LOD KOS products.Design/methodology/approach:Data collection and analysis were conducted at three time periods in 2015–16,2017 and 2019.The sample data used in the comprehensive data analysis comprises all datasets tagged as types of KOS in the Datahub and extracted through their respective SPARQL endpoints.A comparative study of the LOD KOS collected from terminology services Linked Open Vocabularies(LOV)and BioPortal was also performed.Findings:The study proposes a set of Functional,Impactful and Transformable(FIT)metrics for LOD KOS as value vocabularies.The FAIR principles,with additional recommendations,are presented for LOD KOS as open data.Research limitations:The metrics need to be further tested and aligned with the best practices and international standards of both open data and various types of KOS.Practical implications:Assessment performed with FAIR and FIT metrics support the creation and delivery of user-friendly,discoverable and interoperable LOD KOS datasets which can be used for innovative applications,act as a knowledge base,become a foundation of semantic analysis and entity extractions and enhance research in science and the humanities.Originality/value:Our research provides best practice guidelines for LOD KOS as value vocabularies. 展开更多
关键词 Knowledge Organization Systems Linked open data FAIR FIT Semantic web
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Research on the Opening of Adverse Drug Reaction Data in the EU 被引量:1
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作者 Yiwen Ding Yongfa Chen Pengcheng Liu 《Open Journal of Preventive Medicine》 2021年第6期278-287,共10页
Systematically analyze the composition of post-marketing adverse drug reaction data and the open mode in the EU, and summarize its characteristics. EU post-marketing ADR data is open to six categories of stakeholders:... Systematically analyze the composition of post-marketing adverse drug reaction data and the open mode in the EU, and summarize its characteristics. EU post-marketing ADR data is open to six categories of stakeholders: EMA, EC, medicines regulatory authorities in EEA member states, healthcare professionals and the public, Marketing Authorization Holders, academia, WHO and medicines regulatory authorities in third countries. The EU has implemented hierarchical opening for ADRs, with different levels containing different data and facing different stakeholders. Openness is divided into active and passive openness. In opening up data, the EU complies with relevant personal data protection laws to protect the privacy of individuals. The EU’s post-marketing adverse drug reaction data openness is characterized by a combination of data openness and privacy protection, active and passive openness, and a hierarchy of data openness. It is hoped that this can provide a reference for the opening up of post-marketing adverse drug reaction data in China. 展开更多
关键词 Adverse Drug Reactions open data European Union
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LSTM-based lane change prediction using Waymo open motion dataset: The role of vehicle operating space 被引量:2
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作者 Xing Fu Jun Liu +1 位作者 Zhitong Huang Alex Hainenand Asad J.Khattak 《Digital Transportation and Safety》 2023年第2期112-123,共12页
Lane change prediction is critical for crash avoidance but challenging as it requires the understanding of the instantaneous driving environment.With cutting-edge artificial intelligence and sensing technologies,auton... Lane change prediction is critical for crash avoidance but challenging as it requires the understanding of the instantaneous driving environment.With cutting-edge artificial intelligence and sensing technologies,autonomous vehicles(AVs)are expected to have exceptional perception systems to capture instantaneously their driving environments for predicting lane changes.By exploring the Waymo open motion dataset,this study proposes a framework to explore autonomous driving data and investigate lane change behaviors.In the framework,this study develops a Long Short-Term Memory(LSTM)model to predict lane changing behaviors.The concept of Vehicle Operating Space(VOS)is introduced to quantify a vehicle's instantaneous driving environment as an important indicator used to predict vehicle lane changes.To examine the robustness of the model,a series of sensitivity analysis are conducted by varying the feature selection,prediction horizon,and training data balancing ratios.The test results show that including VOS into modeling can speed up the loss decay in the training process and lead to higher accuracy and recall for predicting lane-change behaviors.This study offers an example along with a methodological framework for transportation researchers to use emerging autonomous driving data to investigate driving behaviors and traffic environments. 展开更多
关键词 Long Short-Term Memory Lane change prediction Vehicle Operating Space Waymo open data Sensitivity analysis
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Research on the Evaluation of Urban Open Data
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作者 Yue Liu Chenyu Jiang Su Li 《World Journal of Engineering and Technology》 2017年第3期122-134,共13页
Urban open data is the key to the construction of smart city. Through the research on evaluation of urban open data, the concept, types, characteristics and other basic problems of urban open data are systematically s... Urban open data is the key to the construction of smart city. Through the research on evaluation of urban open data, the concept, types, characteristics and other basic problems of urban open data are systematically summarized. From perspective of “quality”, “opening” and “acquisition”, a complete urban open data evaluation framework and index system is built. And the corresponding weights of evaluation indexes and score and overall rating methods are determined, so as to objectively evaluate the conditions of urban open data, and describe, monitor, guide and promote the construction and development of urban open data. 展开更多
关键词 open data URBAN open data EVALUATION Indexes EVALUATION METHODS
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New application of open source data and Rock Engineering System for debris flow susceptibility analysis
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作者 Sabrina BONETTO Pietro MOSCA +1 位作者 Federico VAGNON Davide VIANELLO 《Journal of Mountain Science》 SCIE CSCD 2021年第12期3200-3217,共18页
This research describes a quantitative,rapid,and low-cost methodology for debris flow susceptibility evaluation at the basin scale using open-access data and geodatabases.The proposed approach can aid decision makers ... This research describes a quantitative,rapid,and low-cost methodology for debris flow susceptibility evaluation at the basin scale using open-access data and geodatabases.The proposed approach can aid decision makers in land management and territorial planning,by first screening for areas with a higher debris flow susceptibility.Five environmental predisposing factors,namely,bedrock lithology,fracture network,quaternary deposits,slope inclination,and hydrographic network,were selected as independent parameters and their mutual interactions were described and quantified using the Rock Engineering System(RES)methodology.For each parameter,specific indexes were proposed,aiming to provide a final synthetic and representative index of debris flow susceptibility at the basin scale.The methodology was tested in four basins located in the Upper Susa Valley(NW Italian Alps)where debris flow events are the predominant natural hazard.The proposed matrix can represent a useful standardized tool,universally applicable,since it is independent of type and characteristic of the basin. 展开更多
关键词 Debris flow Interaction matrix Rock Engineering System(RES) Susceptibility analysis open source data Debris flow predisposing factors
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Public Communication in the Processes of Transparency and Accountability in the Era of Open Data
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作者 Gea Ducci 《Sociology Study》 2015年第2期83-90,共8页
In recent years, transparency and accountability seem to find new impulse, with the development of ICT (information and communication technology) and the prospective of open data that invest the public system at a n... In recent years, transparency and accountability seem to find new impulse, with the development of ICT (information and communication technology) and the prospective of open data that invest the public system at a national and supranational level. Public institutions tend to make available to the public, more data and information concerning the administration, the manner of use of public goods and resources. At the same time, each institution is called upon to deal with the demand of transparency and participation by citizens who increasingly use Internet 2.0 and social media. After a reflection on how public administrations acted in the phase of Web 1.0 to practice transparency and accountability in terms of communication, this paper considers the elements of continuity and the new opportunities linked to the advent of Web 2.0 and open data. At the end of this analysis, the focus is on the strengths and weaknesses of this process, with a particular attention to the role of the public communication. 展开更多
关键词 Public communication civic engagement TRANSPARENCY ACCOUNTABILITY open data
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Open Source Initiatives for Big Data Governance and Security:A Survey
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作者 hu baiqing wang wenjie chi harold liu 《ZTE Communications》 2018年第2期55-66,共12页
With the rapid development of lnternet technology, the volume of data has increased exponentially. As the large amounts of data are no longer easy to be managed and secured by the owners, big data security and privacy... With the rapid development of lnternet technology, the volume of data has increased exponentially. As the large amounts of data are no longer easy to be managed and secured by the owners, big data security and privacy has become a hot issue. One of the most popular research fields for solving the data security and data privacy is within the scope of big data governance and security, In this paper, we introduce the basic concepts of data governance and security. Then, all the state-of-the-art open source frameworks for data governance and security, including Apache Falcon, Apache Atlas, Apache Ranger, Apache Sentry and Kerberos, are detailed and discussed with descriptions of their implementation principles and possible applications. 展开更多
关键词 big data SECURITY GOVERNANCE open source initiatives
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Evaluating urban public facilities of Shenzhen by application of open source data 被引量:1
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作者 Miaoxi Zhao Gaofeng Xu Yun Li 《Geo-Spatial Information Science》 CSCD 2016年第2期中插4-中插4,129-139,共12页
This article applies open source data of public facilities through data mining, not only to evaluate the public facilities from an objective dimension, but also to reflect the sensory opinions of the group factually, ... This article applies open source data of public facilities through data mining, not only to evaluate the public facilities from an objective dimension, but also to reflect the sensory opinions of the group factually, eventually realizing the evaluation measurement of urban public facilities. The research takes Shenzhen city as an empirical case and chooses typical public facilities to mine data, resolve address and weight to explore the application of public facilities evaluation under dimension reduction of open source data. The empirical study consists of three parts. first, as the objective evaluation, we estimate the density distribution and per capita of public facility through data mining and address resolution. Second, as the subjective evaluation, we carry on the location analysis to high-score public facility through attention and satisfaction data of Internet evaluation. finally, as mentioned above, we calculate the weight of objective and subjective evaluation of public facility, eventually formatting the comprehensive evaluation of public facilities. 展开更多
关键词 open source data BIG data PUBLIC FACILITY SHENZHEN
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