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Comparative Study of Evaluating the Trustworthiness of Data Based on Data Provenance

2016 Journal of Information Processing Systems  
Various frameworks have been proposed to evaluate the trustworthiness of data based on data provenance.  ...  Data provenance, the derivation history of data, is a useful tool for evaluating the trustworthiness of data.  ...  Purpose Bertino approach Sensor networks Location based service Organizational data [13,44] [12] [44] Assessment of sensor data Assessment of location based data Assessment of organizational  ... 
doi:10.3745/jips.04.0024 fatcat:dice4tgvgnekjmeldkuqdhm56e

PRONET: Network trust assessment based on incomplete provenance

Kannan Govindan, Xinlei Wang, Maifi Khan, Gulustan Dogan, Kai Zeng, Gerald M Powell, Ted Brown, Tarekh Abdelzaher, Prasant Mohapatra
2011 2011 - MILCOM 2011 Military Communications Conference  
Now an information quality/trust level of newly received information can be determined based on the occurrences of these node/sequence patterns on the provenance data.  ...  This paper presents a tool ProNet, that is used to obtain the network trust based on incomplete provenance.  ...  The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the official polices, either expressed or implied, of the Army Research Laboratory  ... 
doi:10.1109/milcom.2011.6127466 dblp:conf/milcom/Govindan0KDZPBA11 fatcat:myo5ourb2vb7rjvzsbysdy4rfa

Easy Access to Provenance: An Essential Step Towards Trust on the Web

Tom De Nies, Sam Coppens, Ruben Verborgh, Miel Vander Sande, Erik Mannens, Rik Van de Walle, Danius Michaelides, Luc Moreau
2013 2013 IEEE 37th Annual Computer Software and Applications Conference Workshops  
button, enabling users to make trust assessments about documents on the web. This implementation leverages the W3C PROV specification to provide user-friendly access to the provenance of Web pages.  ...  This paper describes the mechanisms involved in accessing provenance on the Web, according to the new W3C PROV specifications, and how end-users can process this information to make basic trust assessments  ...  We would also like to thank the members of the W3C Provenance WG for their hard work on PROV.  ... 
doi:10.1109/compsacw.2013.29 dblp:conf/compsac/NiesCVSMWMM13 fatcat:whxccx44kzcldosmqqekfnur44

Trusting Semi-structured Web Data [chapter]

Davide Ceolin
2013 Lecture Notes in Computer Science  
This gives a first insight into the possibility to use Web data for assessing the trustworthiness of data.  ...  In particular, these investigations include the use of trusted Web sources, of uncertainty reasoning, of semantic similarity measures and of provenance information as possible bases for trust estimation  ...  An algorithm based on subjective logic that uses Web data to assess trust values about the dataset of 65,600 bird specimen annotations of the Naturalis Museum (30% of which serve as training set) [6]  ... 
doi:10.1007/978-3-642-38288-8_50 fatcat:wmbp4hme6fdufjkuciyfr23ky4

Provenance and credibility in spatial and platial data

Grant McKenzie, Martin Raubal, Krzysztof Janowicz, Andrew Flanagin
2016 Journal of Spatial Information Science  
Does the location at which data are generated, collected, organized, or processed impact their trustworthiness?  ...  The purpose of this issue was to shine a light on these concerns and ask interested researchers to think about the provenance of the data they are using.  ...  This special feature received a number of thought-provoking submissions on a wide range of topics pertaining to provenance and credibility of spatial and platial data.  ... 
doi:10.5311/josis.2016.13.330 fatcat:vfmweev62rdinkykmnpkywycg4

Automated assessment of data quality in marine sensor networks

G. P. Timms, P. A. de Souza, L. Reznik
2010 OCEANS'10 IEEE SYDNEY  
In the middle layer, the Provenance Harvest Service collects the provenance generated by the QC process and uses the Data Conversion Service to put the data into the Provenance Storage based on the provenance  ...  Therefore, knowledge of how data quality is assessed is critical for users to decide if data is trustworthy and fit-for-purpose.  ... 
doi:10.1109/oceanssyd.2010.5603827 fatcat:4atx4urvefcffbzdixkf75orha

A Provenance-Based Trust Model for Delay Tolerant Networks [chapter]

Jin-Hee Cho, MoonJeong Chang, Ing-Ray Chen, Ananthram Swami
2012 IFIP Advances in Information and Communication Technology  
maintaining the data needed, and completing and reviewing the collection of information.  ...  The public reporting burden for this collection of information is estimated to average 1 hour per response, including the time for reviewing instructions, searching existing data sources, gathering and  ...  MoonJeong Chang was supported in part by the Army Research Office under Grant W911NF-12-1-0016.  ... 
doi:10.1007/978-3-642-29852-3_4 fatcat:idenoe2s2jfnxppyy4wtqsm5t4

The Challenge of Assuring Data Trustworthiness [chapter]

Elisa Bertino, Chenyun Dai, Murat Kantarcioglu
2009 Lecture Notes in Computer Science  
data is trustworthy so that effective decisions can be made based on these data.  ...  We then discuss an important issue in our framework, that is, the evaluation of data provenance and survey a trust model for estimating the confidence level of the data and the trust level of data providers  ...  The authors have been partially supported by the AFOSR grant FA9550-07-0041 "Systematic Control and Management of Data Integrity, Quality and Provenance for Command and Control Applications".  ... 
doi:10.1007/978-3-642-00887-0_2 fatcat:a4dbnwbcarextfzdrh7a3tzwuy

A VGI Quality Assessment Method for VGI based on Trustworthiness

Amir Masoud Forati, Farid Karimipour
2016 GI_FORUM - Journal for Geographic Information Science  
In this paper, we study what kinds of things might contribute to an assessment of the trustworthiness of data and the reputation of contributors in a VGI system.  ...  We present a model for analysing these characteristics and a method for automatically creating trustworthiness and reputation scores in order to assess the quality of VGI features.  ...  In their method, quality assessment is based on an analysis of each feature's editing history in order to allocate a degree of trustworthiness to the feature for the 'data trustor' (i.e. the VGI user).  ... 
doi:10.1553/giscience2016_01_s3 fatcat:pqaiesrhordtfewzshbbozcq34

Data Security – Challenges and Research Opportunities [chapter]

Elisa Bertino
2014 Lecture Notes in Computer Science  
The proliferation of web-based applications and information systems, and recent trends such as cloud computing and outsourced data management, have increased the exposure of data and made security more  ...  In this paper we briefly discuss open issues, such as data protection from insider threat and how to reconcile security and privacy, and outline research directions.  ...  The research reported in this paper has been partially supported by NSF under awards CNS-1111512, CNS-1016722, CNS-0964294.  ... 
doi:10.1007/978-3-319-06811-4_2 fatcat:alb6rnpz6zgaroa3an63bpt2dy

Provenance and credibility in scientific data repositories

Kathleen Fear, Devan Ray Donaldson
2012 Archival Science  
fits into the 300 larger picture of the information environment in which credibility assessments 301 occur. 302 Using provenance an indicator of trustworthiness 303 Our questions focused largely on subjects  ...  Specifically, provenance contributed to their 322 assessments of three constructs that are components of trustworthiness: accuracy, 323 integrity, and authenticity.  ... 
doi:10.1007/s10502-012-9172-7 fatcat:roqbdxxyknawdi57h7gj3kkuey

Distance-based Trustworthiness Assessment for Sensors in Wireless Sensor Networks [chapter]

Jongho Won, Elisa Bertino
2015 Lecture Notes in Computer Science  
Provenance-based trustworthiness assess­ ment in sensor networks.  ...  On the other hand, centralized ap­ proaches [6] assess the trustworthiness of all sensors using the collected sensed data from the system perspective.  ... 
doi:10.1007/978-3-319-25645-0_2 fatcat:ve4ntirhpjbypbb4o35vty3psi

Trust as a Proxy Measure for the Quality of Volunteered Geographic Information in the Case of OpenStreetMap [chapter]

Carsten Keßler, René Theodore Anton de Groot
2013 Lecture Notes in Geoinformation and Cartography  
The results of the comparison between trust assessments and quality measure show significant support for the hypothesis that featurelevel VGI data quality can be assessed using a trust model based on data  ...  To address information completeness as a criterion of data quality, the importance of individual tags for a given feature type was determined based on a method adopted from information retrieval.  ...  The selection was made based on the number of revisions, as our trust assessment will be based on the provenance of the feature.  ... 
doi:10.1007/978-3-319-00615-4_2 fatcat:vb3aj5zmxjhateanp7kylwo7ii

Detecting Provenance Forgery and Packet Drop Attacks for Fire Detection System in Wireless Sensor Network

Daigo Menejis, Sudarshan Kete, Ranjeet Bhosale Patil
2017 IJARCCE  
provenance information about sensor data.  ...  In between this transmission attacker can attack any of packets of Data or Data may loss due to collusion occurred.  ...  It offers us nice pleasure in presenting the preliminary project report on "Detecting provenance Forgery And Packet Drop Attacks For fireplace Detection System In Wireless sensor Network .  ... 
doi:10.17148/ijarcce.2017.64124 fatcat:75u53arfqvbbde5sxtxemvdi6a

A survey on data provenance in IoT

Rui Hu, Zheng Yan, Wenxiu Ding, Laurence T. Yang
2019 World wide web (Bussum)  
Then, we provide a deepinsight review on existing schemes of IoT data provenance and employ the requirements to discuss their pros and cons.  ...  Though some related researches have been proposed, the literature still lacks a comprehensive survey on data provenance in IoT.  ...  [33] proposed a systematic method for assessing the trustworthiness of collected data based on data provenance.  ... 
doi:10.1007/s11280-019-00746-1 fatcat:6b6ebd5turedfoomhhn6vqoqwu
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