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Assessing relevance and trust of the deep web sources and results based on inter-source agreement

Raju Balakrishnan, Subbarao Kambhampati, Manishkumar Jha
2013 ACM Transactions on the Web  
Secondly, the query based relevance does not consider the importance of the results and sources. These two considerations are essential for the deep web and open collections in general.  ...  We perform extensive evaluations on online and hundreds of Google Base sources spanning across domains. The proposed result and source rankings are implemented in the deep web search engine Factal.  ...  We deal with the problem of assessing trustworthiness and importance in the deep web by selecting sources based on their agreement; and extend the method for ranking the results returned by the sources  ... 
doi:10.1145/2460383.2460390 fatcat:zpjfoaf4cnaxneviljvhqqio34

Agreement Based Source Selection for the Multi-Domain Deep Web Integration

Manishkumar Jha, Raju Balakrishnan, Subbarao Kambhampati
2011 International Conference on Management of Data  
One immediate challenge in searching the deep web databases is source selection-i.e. selecting the most relevant web databases for answering a given query.  ...  For open collections like the deep web, the source selection must be sensitive to trustworthiness and importance of sources.  ...  A global relevance assessment based on the agreement of the results would thus have ranked the classic Godfather high.  ... 
dblp:conf/comad/JhaBK11 fatcat:75qceeszrzgrtpxqlxzdxyjcwe

Enhanced Crawler with Multiple Search Techniques using Adaptive Link-Ranking and Pre-Query Processing

Suchetadevi M. Gaikwad, Sanjay B. Thakare
2016 Circulation in Computer Science  
However, because of huge volume and varying nature of deep-web, achieving wide coverage and high efficiency is difficult issue.  ...  In first stage, enhanced crawler performs site based searching of center pages using automated search engines, avoiding visiting an oversized variety of pages and consuming time.  ...  ACKNOWLEDGMENTS The authors would like to thank the researchers as well as publishers for making their resources available and teachers of RSCOE, Computer Engineering for their guidance.  ... 
doi:10.22632/ccs-2016-251-24 fatcat:nxtgm7lvlfcwdnqkcfkamctiju

RAProp: Ranking Tweets by Exploiting the Tweet/User/Web Ecosystem and Inter-Tweet Agreement [article]

Srijith Ravikumar, Kartik Talamadupula, Raju Balakrishnan, Subbarao Kambhampati
2013 arXiv   pre-print
The increasing popularity of Twitter renders improved trustworthiness and relevance assessment of tweets much more important for search.  ...  We view the candidate result set of tweets as the vertices of a graph, with the edges measuring the estimated agreement between each pair of tweets.  ...  The web has an existing, easily query-able repository that scores web pages based on some notion of trust and influence -PageRank.  ... 
arXiv:1308.2354v1 fatcat:sqjr3wjhwzde7fcotsetgucihy

Qualitative analysis of Parkinson's disease information on social media: the case of YouTube™

Ibrahim Saleh Al-Busaidi, Tim J. Anderson, Yassar Alamri
2017 The EPMA Journal  
Methods YouTube™ was searched using the keyword BParkinson's disease^for relevant videos. Videos were assessed for usefulness and accuracy based on pre-defined criteria.  ...  Data on video characteristics including total viewership, duration, ratings, and source of videos were collated.  ...  Inter-rater agreement was 91%. The source of most videos was personal users.  ... 
doi:10.1007/s13167-017-0113-7 pmid:29021838 pmcid:PMC5609804 fatcat:bjmj2vxlejfetase5w5usdhuhe

ICIS Panel Summary: Should Institutional Trust Matter in Information Systems Research?

David Gefen, Paul Pavlou, Izak Benbasat, Harrison McKnight, Katherine Stewart, Detmar Straub
2006 Communications of the Association for Information Systems  
BACKGROUND Given the importance of trust in online environments, IS researchers have recently embraced research on the topic of trust [Ba and Pavlou,  ...  Due to the interest the panel aroused, this paper expands on the topics discussed and presents them in a much broader perspective in a set of appendices. II.  ...  of Electronic Commerce, the Journal of Strategic Information Systems, the Proceedings of the ICIS Conference, and the Best Paper Proceedings of the Academy of Management Conference, among others.  ... 
doi:10.17705/1cais.01709 fatcat:ap2zi5euivf77ohmovmgw4ouky

The global landscape of AI ethics guidelines

Anna Jobin, Marcello Ienca, Effy Vayena
2019 Nature Machine Intelligence  
To investigate whether a global agreement on these questions is emerging, we mapped and analyzed the current corpus of principles and guidelines on ethical AI.  ...  Our findings highlight the importance of integrating guideline-development efforts with substantive ethical analysis and adequate implementation strategies.  ...  PRISMA-based flowchart of retrieval process Content analysis of the 84 sources was independently conducted by two researchers in two cycles of manual coding and one cycle of code mapping within the  ... 
doi:10.1038/s42256-019-0088-2 fatcat:ok3sbwujwzegpaijtyvj4emhnm

Cybercrime threat intelligence: A systematic multi-vocal literature review

Giuseppe Cascavilla, Damian A. Tamburri, Willem-Jan Van Den Heuvel
2021 Computers & security  
Cybersecurity (LEAs) should cover these features with appropriate technologies to aid in the investigative processes; (iii) what (limited) degree of anonymity is possible when crawling in Deep-, Dark-Web-researchers  ...  should strive to fill this gap with more and more advanced degrees of anonymity to grant protection to LEAs during their investigations. c o m p u t e r s & s e c u r i t y 1 0 5 ( 2 0 2 1 ) 1 0 2 2 5  ...  Fig. 17 - 17 Topic modelling results of the second topic in dark and deep web. Fig. 18 - 18 Topic modelling results of the third topic in dark and deep web.  ... 
doi:10.1016/j.cose.2021.102258 fatcat:43fk6zb6k5fx5jtj5a24bu3afi

Assessing Information Quality of Wikipedia Articles through Google's E-A-T Model

Chinthani Sugandhika, Supunmali Ahangama
2022 IEEE Access  
Based on the empirical findings and study results, a set of IQ dimensions that influence the above three IQ constructs, as well as 45 IQ attributes to measure the IQ dimensions, were identified.  ...  Furthermore, an average inter-rater agreement of 84% was observed. Thus, the proposed model's effectiveness is fairly validated by this extensive experiment.  ...  INTER-RATER RELIABILITY TEST The authors adopted Fleiss-Davies Kappa [71] as the third evaluation technique. It measures the level of agreement (inter-rater reliability) between a set of raters.  ... 
doi:10.1109/access.2022.3172962 fatcat:pgoq6yxh6jhg7anyvwzrdkoige

The case for repeatable analysis with energy economy optimization models

Joseph F. DeCarolis, Kevin Hunter, Sarat Sreepathi
2012 Energy Economics  
Given the complex, data-intensive nature of EEO models and the general lack of access to source code and data, many of the assumptions underlying model-based analysis are hidden from external observers  ...  While the number of model-based analyses proliferates, insufficient attention is paid to transparency in model development and application.  ...  Acknowledgments This material is based upon work supported by the National Science Foundation under Grant No. CBET-1055622. We also thank the anonymous reviewers for constructive feedback.  ... 
doi:10.1016/j.eneco.2012.07.004 fatcat:nwff3x4wove3lkpaheksmt6ate

Assessing the quality of sources in Wikidata across languages: a hybrid approach [article]

Gabriel Amaral, Alessandro Piscopo, Lucie-Aimée Kaffee, Odinaldo Rodrigues, Elena Simperl
2021 arXiv   pre-print
Wikidata is one of the most important sources of structured data on the web, built by a worldwide community of volunteers.  ...  The findings help us ascertain the quality of references in Wikidata, and identify common challenges in defining and capturing the quality of user-generated multilingual structured data on the web.  ...  Lastly, the authors manually assigned final annotations to the golden data references and also added them to the crowdsourced dataset. The result was used to train machine learning models.  ... 
arXiv:2109.09405v1 fatcat:5ykjjamcarevrff2ddcvm3uzcu

On Clinical Agreement on the Visibility and Extent of Anatomical Layers in Digital Gonio Photographs

Andrea Peroni, Anna Paviotti, Mauro Campigotto, Luis Abegão Pinto, Carlo Alberto Cutolo, Yue Shi, Caroline Cobb, Jacintha Gong, Sirjhun Patel, Stewart Gillan, Andrew Tatham, Emanuele Trucco
2021 Translational Vision Science & Technology  
This study provides a comprehensive description of inter-annotator agreement on digital gonio photographs segmentation as a baseline for validating deep learning models for automated gonioscopy.  ...  The average annotator's per-layer statistics showed consistent patterns, with lower agreement on the CBB and SS (average Dice score ranges of 0.61-0.7 and 0.73-0.78, respectively) and better agreement  ...  Acknowledgments The authors thank the CVIP/VAMPIRE research team of the University of Dundee, Dundee, United Kingdom, and the VAMPIRE research team of the University of Edinburgh, Edinburgh, United Kingdom  ... 
doi:10.1167/tvst.10.11.1 pmid:34468695 pmcid:PMC8419881 fatcat:fga35ijh7vfuznqbzgxegw6uqu

Credibility in Online Social Networks: A Survey

Majed Alrubaian, Muhammad Al-Qurishi, Atif Alamri, Mabrook Al-Rakhami, Mohammad Mehedi Hassan, Giancarlo Fortino
2019 IEEE Access  
We then discuss recent works, addressing a new taxonomy of credibility analysis and assessment techniques.  ...  It can also be defined in terms of reliability, which denotes the probability that a data source will appear credible to the users.  ...  ACKNOWLEDGMENTS The authors would like to thank Prof. Huan Liu from Arizona State University and Prof.  ... 
doi:10.1109/access.2018.2886314 fatcat:7oeqakb26jfbtijvzirxr6qlva

Automatically Assessing Quality of Online Health Articles [article]

Fariha Afsana, Muhammad Ashad Kabir, Naeemul Hassan, Manoranjan Paul
2020 arXiv   pre-print
To address this gap, in this paper, we applied a data mining approach to automatically assess the quality of online health articles based on 10 quality criteria.  ...  Our semantic analysis of features shows the underpinning associations between the selected features & assessment criteria and further rationalize our assessment approach.  ...  We have summarized the relevant research along three categories. The first is characterizing quality assessment tools built on inter-rater agreements by expert panels.  ... 
arXiv:2004.05113v1 fatcat:4p257et64ncsjgfob4oqxk5pha

When trust, confidence, and faith collide: refining a realist theory of how and why inter-organisational collaborations in healthcare work

Justin Avery Aunger, Ross Millar, Joanne Greenhalgh
2021 BMC Health Services Research  
This resulted in new mechanisms such as 'risk threshold' and refinement of many others, including trust, confidence, and faith, into more well-defined constructs.  ...  Refinement and addition of CMOCs enabled the creation of a 'web of causality' depicting how contextual factors form CMOC chains which generate outputs of collaborative behaviour.  ...  Acknowledgements The authors would like to thank the collaborators and stakeholders who helped in the development of this review.  ... 
doi:10.1186/s12913-021-06630-x pmid:34174873 pmcid:PMC8235919 fatcat:b7nzmrdnsjdvthb4ai4kb6pmpq
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