Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
The stochastic approach for link-structure analysis (SALSA) and the TKC effect
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
CNSR '04 Proceedings of the Second Annual Conference on Communication Networks and Services Research
ACM Transactions on Internet Technology (TOIT)
Pagerank for product image search
Proceedings of the 17th international conference on World Wide Web
BrowseRank: letting web users vote for page importance
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
VisualRank: Applying PageRank to Large-Scale Image Search
IEEE Transactions on Pattern Analysis and Machine Intelligence
Visual diversification of image search results
Proceedings of the 18th international conference on World wide web
Proceedings of the 18th international conference on World wide web
Ranking and classifying attractiveness of photos in folksonomies
Proceedings of the 18th international conference on World wide web
A framework to compute page importance based on user behaviors
Information Retrieval
Faceted exploration of image search results
Proceedings of the 19th international conference on World wide web
Friendship, collaboration and semantics in Flickr: from social interaction to semantic similarity
Proceedings of the International Workshop on Modeling Social Media
Group ranking with application to image retrieval
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Prediction of favourite photos using social, visual, and textual signals
Proceedings of the international conference on Multimedia
Optimizing two-dimensional search results presentation
Proceedings of the fourth ACM international conference on Web search and data mining
Learning to re-rank: query-dependent image re-ranking using click data
Proceedings of the 20th international conference on World wide web
Incorporating web browsing activities into anchor texts for web search
Information Retrieval
Page importance computation based on Markov processes
Information Retrieval
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Local computation of PageRank: the ranking side
Proceedings of the 20th ACM international conference on Information and knowledge management
The role of attractiveness in web image search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Discovering Social Photo Navigation Patterns
ICME '12 Proceedings of the 2012 IEEE International Conference on Multimedia and Expo
Annotation for free: video tagging by mining user search behavior
Proceedings of the 21st ACM international conference on Multimedia
Image context discovery from socially curated contents
Proceedings of the 21st ACM international conference on Multimedia
Image search by graph-based label propagation with image representation from DNN
Proceedings of the 21st ACM international conference on Multimedia
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
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Ranking of images is difficult because many factors determine their importance (e.g., popularity, quality, entertainment value, context, etc.). In social media platforms, ranking also depends on social interactions and on the visibility of the images both inside and outside those platforms. In this context, the application of standard ranking methods is not clearly understood, and neither are the subtleties associated with taking into account social interaction, internal, and external factors. In this paper, we use a large Flickr dataset and investigate these factors by performing an in-depth analysis of several ranking algorithms using both internal (i.e., within Flickr) and external (i.e., links from outside of Flickr) factors. We analyze rankings given by common metrics used in image retrieval (e.g., number of favorites), and compare them with metrics based on page views (e.g., time spent, number of views). In addition, we represent users' navigation by a graph and combine session models with some of these metrics, comparing with PageRank and BrowseRank. Our experiments show significant differences between the rankings, providing insights on the impact of social interactions, internal, and external factors in image ranking.