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Perceptions and recommendations about research integrity and publishing ethics:A survey among Chinese researchers on training,challenges and responsibilities
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作者 Sabina Alam Victoria Babbit +4 位作者 Jason Hu Ying Lou Zhesi Shen Laura Wilson Zhengyi Zhou 《Journal of Data and Information Science》 2025年第3期131-160,共30页
Purpose:To gain insights into the levels of training and support in research integrity and publishing ethics,levels of experience in publishing in scholarly journals and use of third-party manuscript preparation/editi... Purpose:To gain insights into the levels of training and support in research integrity and publishing ethics,levels of experience in publishing in scholarly journals and use of third-party manuscript preparation/editing services(which can include paper mills),and also to assess levels of awareness regarding different types of publishing ethics misconduct,we surveyed members of the Chinese Academy of Sciences(CAS)Journal Ranking WeChat channel.Design/methodology/approach:The online survey collected voluntary anonymous responses from members of the CAS Journal Ranking WeChat channel,one of largest channels of Chinese researchers at all career stages within STM and social sciences.The respondents of the survey fell into one of the following categories:Undergraduate student,Master’s student,PhD candidate,Researcher,Research manager,Researcher with research management responsibilities,and Librarian.The survey included 14 main questions on the topics of access to research integrity and publishing ethics training,experience levels in publishing in scholarly journals(including using third-party services),authorship experiences and behaviours,levels of concern about different types of research integrity issues,and perceptions on who the respondents think are primarily responsible for upholding research integrity standards and training in publishing ethics.After applying inclusion criteria,1,777 responses were included in the analysis.Findings:Amongst the 1,777 respondents included in the study results,only 55.4%had any access to training in research integrity and publishing ethics,and an even smaller proportion to formal training.Even amongst cohorts with access to training(where respondents in the Researcher cohort have the highest access),answers to the questions on authorship and third-party services reveal many areas of confusion regarding authorship criteria and responsibilities in publishing ethics.In particular,the responses also show limited knowledge in recognising unethical service offerings by third-party services(e.g.adding authors,citations and data/images).The survey responses also show that even though respondents in the undergraduate cohort are already actively publishing articles as well as using third-party manuscript preparation/editing services,they have limited access to training and have high levels of uncertainty about authorship responsibilities.Out of all key stakeholders,respondents perceive research institutions to be mainly responsible for upholding research integrity standards as well as providing access to training.Research limitations:As with all voluntary online surveys,the study design includes inherent limitations due to the self-reported nature of the responses.The respondents who participate are likely to have a particular interest and a higher level of awareness about the survey topic,and so the self-selecting nature of the participants can introduce personal biases,which can affect the overall results.This survey was sent to members of a WeChat channel focused on journal rankings,which also discusses research integrity issues,so the respondents may not provide a general representation of their career stage/subject discipline cohorts.The sample sizes were not comparable across all cohorts,so direct comparisons could not always be made.Instead,where appropriate,separate comparisons were made between Undergraduate students,Master’s students,PhD candidates and Researchers(29.26%-18.68%of respondents),or between Research managers,Researcher with research management responsibilities and Librarians(4.28%-2.53%of respondents).Practical implications:It is important to ensure that research integrity and publishing ethics training and education needs are being met for researchers at all levels,including undergraduates.Findings from the survey highlight the importance of establishing training and education programmes tailored towards addressing specific areas of common confusion or limited awareness,especially to reduce the risk of unintentional misconduct.The findings from this survey can be used to inform training and education partnerships and collaborations across key stakeholders,including research institutions and publishers,so that we can collectively improve the overall integrity of scholarly publishing.A table of recommendations and a hypothetical case have been included to illustrate how this can be achieved.Originality/value:To our knowledge,this is the first survey on this topic developed via a collaboration between the research integrity team at an international scholarly publisher and scientometrics researchers based in China.Sharing our perspectives and experience to develop the survey questions has helped to highlight the common areas of confusion regarding authorship responsibilities and ethical third-party service offerings within researchers in China,even amongst those who do have access to training. 展开更多
关键词 Research integrity publishing ethics TRAINING Third-party services Paper mills
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Towards Realizing Dynamic Statistical Publishing and Privacy Protection of Location-Based Data:An Adaptive Sampling and Grid Clustering Approach
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作者 Yan Yan Sun Zichao +2 位作者 Adnan Mahmood Zhang Yue Quan Z.Sheng 《China Communications》 2025年第7期234-256,共23页
To realize dynamic statistical publishing and protection of location-based data privacy,this paper proposes a differential privacy publishing algorithm based on adaptive sampling and grid clustering and adjustment.The... To realize dynamic statistical publishing and protection of location-based data privacy,this paper proposes a differential privacy publishing algorithm based on adaptive sampling and grid clustering and adjustment.The PID control strategy is combined with the difference in data variation to realize the dynamic adjustment of the data publishing intervals.The spatial-temporal correlations of the adjacent snapshots are utilized to design the grid clustering and adjustment algorithm,which facilitates saving the execution time of the publishing process.The budget distribution and budget absorption strategies are improved to form the sliding window-based differential privacy statistical publishing algorithm,which realizes continuous statistical publishing and privacy protection and improves the accuracy of published data.Experiments and analysis on large datasets of actual locations show that the privacy protection algorithm proposed in this paper is superior to other existing algorithms in terms of the accuracy of adaptive sampling time,the availability of published data,and the execution efficiency of data publishing methods. 展开更多
关键词 adaptive sampling differential privacy dynamic statistical publishing grid clustering privacy protection sliding windows
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Redefining Medical Publishing in the Artificial Intelligence Era
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作者 You Wu Haibo Wang 《Health Care Science》 2025年第4期314-315,共2页
On April 26,2025,the Second Tsinghua Medicine Journal Innovation Conference convened in Beijing.Centered on the theme“AI-driven Academic:Shaping the Next Frontier”the Conference brought together journal editors,medi... On April 26,2025,the Second Tsinghua Medicine Journal Innovation Conference convened in Beijing.Centered on the theme“AI-driven Academic:Shaping the Next Frontier”the Conference brought together journal editors,medical researchers,and science policy experts to examine how data and artificial intelligence(AI)are reshaping scholarly publishing.Two keynote speeches set the stage:the first analyzed the opportunities for hospital-based research arising from new journal policies,data infrastructure,and enabling technologies;the second introduced the latest advances in general AI and their implications for academic publishing security and integrity. 展开更多
关键词 AI data sharing medical data medical publishing
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Domestic Games:A New Engine Driving Chinese Digital Publishing to Go Global
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作者 Yuan Yuan Cao Kailuo 《Contemporary Social Sciences》 2025年第5期1-16,共16页
Digital publishing,as a vital medium of cultural communication in the digital age,is gradually becoming a significant force in promoting China’s fine traditional culture going global and facilitating the internationa... Digital publishing,as a vital medium of cultural communication in the digital age,is gradually becoming a significant force in promoting China’s fine traditional culture going global and facilitating the internationalization of Chinese industries.This paper takes Black Myth:Wukong as a case study to explore the role of digital game publishing in enhancing cultural empowerment,driving innovative communication,and promoting industrial collaboration.As an emerging force in the publishing industry,digital games have invigorated the momentum of Chinese culture going global through marketing and distribution,community operations,and content production,fostering the creative transformation and innovative development of cultural publishing.Through interactive narratives,diverse communication matrices,and industrial chain collaboration,digital game publishing not only facilitates deeper cultural exchange but also promotes the collaborative global development of related industries,including cultural tourism and technology.Digital game publishing has opened up new pathways for the global communication of Chinese culture and driven Chinese industries onto the international stage through technological innovation and cultural collaboration.This demonstrates its strategic value and development potential amid the wave of digitalization and globalization. 展开更多
关键词 digital publishing domestic games culture going global Black Myth:Wukong
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The golden era of scientific publishing in China
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作者 Yong-Gang Yao Yong-Tang Zheng 《Zoological Research》 2025年第1期1-2,共2页
In Chinese culture,the dragon symbolizes faith,strength,courage,and an air of mystery.In 2024,guided by this auspicious emblem and supported by authors,readers,reviewers,and editorial board members,Zoological Research... In Chinese culture,the dragon symbolizes faith,strength,courage,and an air of mystery.In 2024,guided by this auspicious emblem and supported by authors,readers,reviewers,and editorial board members,Zoological Research(ZR) has successfully completed its annual publishing objectives,achieved significant progress,and secured continued national funding support through its selection for China's Science and Technology Journal Excellence Action Plan (phaseⅡ).As we enter the year of the snake,a symbol of wisdom,renewal,transformation,and growth,we take this opportunity to reflect on past achievements and express our sincere appreciation to all contributors. 展开更多
关键词 SYMBOL continued publishing
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Analysis of Business Model Innovation Strategies for the Convergence Development of Professional Publishing:A Case Study of Chinese People’s Health Press
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作者 WANG Jun XUE Yanting 《Cultural and Religious Studies》 2025年第1期33-41,共9页
This paper,grounded in the theory of business model innovation,examines the Chinese People’s Health Press(人民卫生出版社)as a case study to explore strategies for innovating business models within the context of prof... This paper,grounded in the theory of business model innovation,examines the Chinese People’s Health Press(人民卫生出版社)as a case study to explore strategies for innovating business models within the context of professional publishing convergence development.The research posits that effective business model innovation in this domain necessitates a comprehensive reform of its constituent elements.It advocates for a systematic approach to reconstructing value propositions,enhancing value creation and delivery processes,and optimizing value capture mechanisms to achieve desired outcomes. 展开更多
关键词 professional publishing convergence development business model innovation Chinese People’s Health Press
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DDLP:Dynamic Location Data Publishing with Differential Privacy in Mobile Crowdsensing
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作者 Li Wen Ma Xuebin Wang Xu 《China Communications》 2025年第5期238-255,共18页
Mobile crowdsensing(MCS)has become an effective paradigm to facilitate urban sensing.However,mobile users participating in sensing tasks will face the risk of location privacy leakage when uploading their actual sensi... Mobile crowdsensing(MCS)has become an effective paradigm to facilitate urban sensing.However,mobile users participating in sensing tasks will face the risk of location privacy leakage when uploading their actual sensing location data.In the application of mobile crowdsensing,most location privacy protection studies do not consider the temporal correlations between locations,so they are vulnerable to various inference attacks,and there is the problem of low data availability.In order to solve the above problems,this paper proposes a dynamic differential location privacy data publishing framework(DDLP)that protects privacy while publishing locations continuously.Firstly,the corresponding Markov transition matrices are established according to different times of historical trajectories,and then the protection location set is generated based on the current location at each timestamp.Moreover,using the exponential mechanism in differential privacy perturbs the true location by designing the utility function.Finally,experiments on the real-world trajectory dataset show that our method not only provides strong privacy guarantees,but also outperforms existing methods in terms of data availability and computational efficiency. 展开更多
关键词 data publishing differential privacy mobile crowdsensing
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A New Anonymity Model for Privacy-Preserving Data Publishing 被引量:6
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作者 HUANG Xuezhen LIU Jiqiang HAN Zhen YANG Jun 《China Communications》 SCIE CSCD 2014年第9期47-59,共13页
Privacy-preserving data publishing (PPDP) is one of the hot issues in the field of the network security. The existing PPDP technique cannot deal with generality attacks, which explicitly contain the sensitivity atta... Privacy-preserving data publishing (PPDP) is one of the hot issues in the field of the network security. The existing PPDP technique cannot deal with generality attacks, which explicitly contain the sensitivity attack and the similarity attack. This paper proposes a novel model, (w,γ, k)-anonymity, to avoid generality attacks on both cases of numeric and categorical attributes. We show that the optimal (w, γ, k)-anonymity problem is NP-hard and conduct the Top-down Local recoding (TDL) algorithm to implement the model. Our experiments validate the improvement of our model with real data. 展开更多
关键词 data security privacy protection ANONYMITY data publishing
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A Method of Eliminating Information Disclosure in View Publishing 被引量:4
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作者 LIU Guohua GAO Shihong 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1753-1756,共4页
Although it is convenient to exchange data by publishing view, but it may disclose sensitive information. The problem of how to eliminate information disclosure becomes a core problem in the view publishing process. I... Although it is convenient to exchange data by publishing view, but it may disclose sensitive information. The problem of how to eliminate information disclosure becomes a core problem in the view publishing process. In order to eliminate information disclosure, deciding view security algorithm and eliminating information disclosure algorithm are proposed, and the validity of the algorithms are proved by experiment. The experimental results showing, deciding view security algorithm can decide the safety of a set of views under prior knowledge, and eliminating information disclosure algorithm can eliminate disclosure efficiently. 展开更多
关键词 view publishing sensitive information prior knowledge information disclosure
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Medical data publishing based on average distribution and clustering 被引量:3
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作者 Tong Yi Minyong Shi Haibin Zhu 《CAAI Transactions on Intelligence Technology》 SCIE EI 2022年第3期381-394,共14页
Most of the data publishing methods have not considered sensitivity protection,and hence the adversary can disclose privacy by sensitivity attack.Faced with this problem,this paper presents a medical data publishing m... Most of the data publishing methods have not considered sensitivity protection,and hence the adversary can disclose privacy by sensitivity attack.Faced with this problem,this paper presents a medical data publishing method based on sensitivity determination.To protect the sensitivity,the sensitivity of disease information is determined by semantics.To seek the trade-off between information utility and privacy security,the new method focusses on the protection of sensitive values with high sensitivity and assigns the highly sensitive disease information to groups as evenly as possible.The experiments are conducted on two real-world datasets,of which the records include various attributes of patients.To measure sensitivity protection,the authors define a metric,which can evaluate the degree of sensitivity disclosure.Besides,additional information loss and discernability metrics are used to measure the availability of released tables.The experimental results indicate that the new method can provide better privacy than the traditional one while the information utility is guaranteed.Besides value protection,the proposed method can provide sensitivity protection and available releasing for medical data. 展开更多
关键词 data publishing information utility SECURITY SEMANTICS sensitive values sensitivity
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Liver Transplantation (in Chinese), revised edition, Edited by Shu-Sen Zheng. Pp843. Beijing: People's Medical Publishing House, 2012. ISBN: 978-7-117-15494-9/R.15495. ¥RMB 158 被引量:3
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《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS 2012年第6期649-649,共1页
Liver Transplantation (in Chinese), revised edition, edited by Professor Shu-Sen Zheng and prefaced by Professor Guo-Wei Sang, has just been published. The revised edition is mainly based on the clinical practice of t... Liver Transplantation (in Chinese), revised edition, edited by Professor Shu-Sen Zheng and prefaced by Professor Guo-Wei Sang, has just been published. The revised edition is mainly based on the clinical practice of the Liver Transplant Center, the First Affiliated Hospital, Zhejiang University and the experience 展开更多
关键词 in Chinese BEIJING Edited by Shu-Sen Zheng People’s Medical publishing House Pp843 R.15495 RMB 158
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An “impact” in publishing 被引量:2
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作者 Yong-Gang Yao Yun Zhang Yong-Tang Zheng 《Zoological Research》 SCIE CAS CSCD 2019年第4期239-240,共2页
On 20 June 2019, Clarivate Analytics (2019) announced its Journal Citation Reports of 2018. From this, Zoological Research (ZR) received its first impact factor based on citations in 2018 for indexed papers published ... On 20 June 2019, Clarivate Analytics (2019) announced its Journal Citation Reports of 2018. From this, Zoological Research (ZR) received its first impact factor based on citations in 2018 for indexed papers published during 2016 to 2017. 展开更多
关键词 publishing Clarivate ANALYTICS Zoological RESEARCH (ZR)
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A Marine Remote Sensing Spatial Database Engine for Web Publishing 被引量:1
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作者 CHEN Zhirong XU Caijiang 《Geo-Spatial Information Science》 2008年第4期252-256,共5页
To meet the requirements of efficient management and web publishing for marine remote sensing data, a spatial database engine, named MRSSDE, is designed independently. The logical model, physical model, and optimizati... To meet the requirements of efficient management and web publishing for marine remote sensing data, a spatial database engine, named MRSSDE, is designed independently. The logical model, physical model, and optimization method of MRSSDE are discussed in detail. Compared to the ArcSDE, which is the leading product of Spatial Database Engine, the MRSSDE proved to be more effective. 展开更多
关键词 marine remote sensing data spatial database engine geographic information system web publishing
原文传递
A Dynamic Social Network Data Publishing Algorithm Based on Differential Privacy 被引量:2
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作者 Zhenpeng Liu Yawei Dong +1 位作者 Xuan Zhao Bin Zhang 《Journal of Information Security》 2017年第4期328-338,共11页
Social network contains the interaction between social members, which constitutes the structure and attribute of social network. The interactive relationship of social network contains a lot of personal privacy inform... Social network contains the interaction between social members, which constitutes the structure and attribute of social network. The interactive relationship of social network contains a lot of personal privacy information. The direct release of social network data will cause the disclosure of privacy information. Aiming at the dynamic characteristics of social network data release, a new dynamic social network data publishing method based on differential privacy was proposed. This method was consistent with differential privacy. It is named DDPA (Dynamic Differential Privacy Algorithm). DDPA algorithm is an improvement of privacy protection algorithm in static social network data publishing. DDPA adds noise which follows Laplace to network edge weights. DDPA identifies the edge weight information that changes as the number of iterations increases, adding the privacy protection budget. Through experiments on real data sets, the results show that the DDPA algorithm satisfies the user’s privacy requirement in social network. DDPA reduces the execution time brought by iterations and reduces the information loss rate of graph structure. 展开更多
关键词 DYNAMIC SOCIAL NETWORK Data publishing DIFFERENTIAL PRIVACY
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Perspectives from a publishing ethics and research integrity team for required improvements 被引量:1
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作者 Sabina Alam Laura Wilson 《Journal of Data and Information Science》 CSCD 2023年第3期1-14,共14页
It is imperative that all stakeholders within the research ecosystem take responsibility to improve research integrity and reliability of published research.Based on the unique experiences of a specialist publishing e... It is imperative that all stakeholders within the research ecosystem take responsibility to improve research integrity and reliability of published research.Based on the unique experiences of a specialist publishing ethics and research integrity team within a major publisher,this article provides insights into the observed trends of misconduct and how those have evolved over time,and addresses key actions needed to improve the interface between researchers,funders,institutions and publishers to collectively improve research integrity on a global scale. 展开更多
关键词 Research integrity publishing ethics Training Education
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Factors Influencing Cities’ Publishing Efficiency 被引量:1
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作者 Csomós György 《Journal of Data and Information Science》 CSCD 2018年第3期43-80,共38页
Purpose:Recently,a vast number of scientific publications have been produced in cities in emerging countries.It has long been observed that the publication output of Beijing has exceeded that of any other city in the ... Purpose:Recently,a vast number of scientific publications have been produced in cities in emerging countries.It has long been observed that the publication output of Beijing has exceeded that of any other city in the world,including such leading centres of science as Boston,New York,London,Paris,and Tokyo.Researchers have suggested that,instead of focusing on cities'total publication output,the quality of the output in terms of the number of highly cited papers should be examined.However,in the period from 2014 to 2016,Beijing produced as many highly cited papers as Boston,London,or New York.In this paper,another method is proposed to measure cities'publishing performance by focusing on cities'publishing efficiency(i.e.,the ratio of highly cited articles to all articles produced in that city).Design/methodology/approach:First,554 cities are ranked based on their publishing efficiency,then some general factors influencing cities'publishing efficiency are revealed.The general factors examined in this paper are as follows:the linguistic environment of cities,cities'economic development level,the location of excellent organisations,cities'international collaboration patterns,and their scientific field profile.Furthermore,the paper examines the fundamental differences between the general factors influencing the publishing efficiency of the top 100 most efficient cities and the bottom 100 least efficient cities.Findings:Based on the research results,the conclusion can be drawn that a city's publishing efficiency will be high if meets the following general conditions:it is in a country in the Anglosphere-Core;it is in a high-income country;it is home to top-ranked universities and/or world-renowned research institutions;researchers affiliated with that city most intensely collaborate with researchers affiliated with cities in the United States,Germany,England,France,Canada,Australia,and Italy;and the most productive scientific disciplines of highly cited articles are published in high-impact multidisciplinary journals,disciplines in health sciences(especially general internal medicine and oncology),and disciplines in natural sciences(especially physics,astronomy,and astrophysics).Research limitations:It is always problematic to demarcate the boundaries of cities(e.g.,New York City vs.Greater New York),and regarding this issue there is no consensus among researchers.The Web of Science presents the name of cities in the addresses reported by theauthors of publications.In this paper cities correspond to the spatial units between the country/state level and the institution level as indicated in the Web of Science.Furthermore,it is necessary to highlight that the Web of Science is biased towards English-language journals and journals published in the field of biomedicine.These facts may influence the outcome of the research.Practical implications:Publishing efficiency,as an indicator,shows how successful a city is at the production of science.Naturally,cities have limited opportunities to compete for components of the science establishment(e.g.,universities,hospitals).However,cities can compete to attract innovation-oriented companies,high tech firms,and R&D facilities of multinational companies by for example establishing science parks.The positive effect of this process on the city's performance in science can be observed in the example of Beijing,which publishing efficiency has been increased rapidly.Originality/value:Previous scientometric studies have examined cities'publication output in terms of the number of papers,or the number of highly cited papers,which are largely size dependent indicators;however this paper attempts to present a more quality-based approach. 展开更多
关键词 CITIES publishing efficiency Spatial scientometrics Highly cited articles Web of Science
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A Differential Privacy Based (k-Ψ)-Anonymity Method for Trajectory Data Publishing 被引量:1
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作者 Hongyu Chen Shuyu Li Zhaosheng Zhang 《Computers, Materials & Continua》 SCIE EI 2020年第12期2665-2685,共21页
In recent years,mobile Internet technology and location based services have wide application.Application providers and users have accumulated huge amount of trajectory data.While publishing and analyzing user trajecto... In recent years,mobile Internet technology and location based services have wide application.Application providers and users have accumulated huge amount of trajectory data.While publishing and analyzing user trajectory data have brought great convenience for people,the disclosure risks of user privacy caused by the trajectory data publishing are also becoming more and more prominent.Traditional k-anonymous trajectory data publishing technologies cannot effectively protect user privacy against attackers with strong background knowledge.For privacy preserving trajectory data publishing,we propose a differential privacy based(k-Ψ)-anonymity method to defend against re-identification and probabilistic inference attack.The proposed method is divided into two phases:in the first phase,a dummy-based(k-Ψ)-anonymous trajectory data publishing algorithm is given,which improves(k-δ)-anonymity by considering changes of thresholdδon different road segments and constructing an adaptive threshold setΨthat takes into account road network information.In the second phase,Laplace noise regarding distance of anonymous locations under differential privacy is used for trajectory perturbation of the anonymous trajectory dataset outputted by the first phase.Experiments on real road network dataset are performed and the results show that the proposed method improves the trajectory indistinguishability and achieves good data utility in condition of preserving user privacy. 展开更多
关键词 Trajectory data publishing privacy preservation road network (k-Ψ)-anonymity differential privacy
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China Internet Based Academic Journals Digital Publishing Models Study 被引量:1
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作者 Xiangxing Shen Xiangdong Li +2 位作者 Yuan Yang Chong Shen Kae Hsiang Kwong 《Intelligent Information Management》 2010年第8期437-446,共10页
The research takes three fundamental Internet Academic Journals (IAJ), which are China National Knowledge Infrastructure (CNKI), Chongqing VIP Information Co., Ltd. (VIP) and Beijing Wanfang Data Co., Ltd. (WFD), as s... The research takes three fundamental Internet Academic Journals (IAJ), which are China National Knowledge Infrastructure (CNKI), Chongqing VIP Information Co., Ltd. (VIP) and Beijing Wanfang Data Co., Ltd. (WFD), as subjects to discuss digital publishing mechanism innovations for China’s science information communication system. After introducing main Internet environment, comparing journal characteristics, and explaining publishing & operation modes of the IAJs, the paper analyses important issues such as redundant contents, digitalization issues, illegal journals, standards construction, copyright and benefit distribution. By learning from research practices and open access, a new benefit distribution and copyright management mode based on the Third Party Agency (TPA) is proposed. Future IAJs operation modes are also discussed from the view of scientific research innovation and state of the art platform construction. 展开更多
关键词 China publishing Mode INTERNET ACADEMIC JOURNALS Digital LIBRARY Standard ILLEGAL JOURNALS
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Attacks on Anonymization-Based Privacy-Preserving: A Survey for Data Mining and Data Publishing 被引量:1
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作者 Abou-el-ela Abdou Hussien Nermin Hamza Hesham A. Hefny 《Journal of Information Security》 2013年第2期101-112,共12页
Data mining is the extraction of vast interesting patterns or knowledge from huge amount of data. The initial idea of privacy-preserving data mining PPDM was to extend traditional data mining techniques to work with t... Data mining is the extraction of vast interesting patterns or knowledge from huge amount of data. The initial idea of privacy-preserving data mining PPDM was to extend traditional data mining techniques to work with the data modified to mask sensitive information. The key issues were how to modify the data and how to recover the data mining result from the modified data. Privacy-preserving data mining considers the problem of running data mining algorithms on confidential data that is not supposed to be revealed even to the party running the algorithm. In contrast, privacy-preserving data publishing (PPDP) may not necessarily be tied to a specific data mining task, and the data mining task may be unknown at the time of data publishing. PPDP studies how to transform raw data into a version that is immunized against privacy attacks but that still supports effective data mining tasks. Privacy-preserving for both data mining (PPDM) and data publishing (PPDP) has become increasingly popular because it allows sharing of privacy sensitive data for analysis purposes. One well studied approach is the k-anonymity model [1] which in turn led to other models such as confidence bounding, l-diversity, t-closeness, (α,k)-anonymity, etc. In particular, all known mechanisms try to minimize information loss and such an attempt provides a loophole for attacks. The aim of this paper is to present a survey for most of the common attacks techniques for anonymization-based PPDM & PPDP and explain their effects on Data Privacy. 展开更多
关键词 Privacy K-ANONYMITY DATA MINING PRIVACY-PRESERVING DATA publishing PRIVACY-PRESERVING DATA MINING
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Design of Experimental Data Publishing Software for Neutral Beam Injector on EAST
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作者 张睿 胡纯栋 +3 位作者 盛鹏 赵远哲 张晓丹 吴德云 《Plasma Science and Technology》 SCIE EI CAS CSCD 2015年第2期173-176,共4页
Neutral Beam Injection (NBI) is one of the most effective means for plasma heating. Experimental Data Publishing Software (EDPS) is developed to publish experimental data to get the NBI system under remote monitor... Neutral Beam Injection (NBI) is one of the most effective means for plasma heating. Experimental Data Publishing Software (EDPS) is developed to publish experimental data to get the NBI system under remote monitoring. In this paper, the architecture and implementation of EDPS including the design of the communication module and web page display module are presented. EDPS is developed based on the Browser/Server (B/S) model, and works under the Linux operating system. Using the data source and communication mechanism of the NBI Control System (NBICS), EDPS publishes experimental data on the Internet. 展开更多
关键词 NBI B/S experimental data configuration publishing APPLET JFREECHART SERVLET
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