Jäschke,Robert Marinho,Leandro Hotho,Andreas Schmidt-Thieme,Lars Stumme,Gerd Tag Recommendations in Folksonomies 2007 Heymann,Paul Garcia-Molina,Hector Collaborative Creation of Communal Hierarchical Taxonomies in Social Tagging Systems 2006 Collaborative tagging systems–-systems where many casual users annotate objects with free-form strings (tags) of their choosing–-have recently emerged as a powerful way to label and organize large collections of data. During our recent investigation into these types of systems, we discovered a simple but remarkably effective algorithm for converting a large corpus of tags annotating objects in a tagging system into a navigable hierarchical taxonomy of tags. We first discuss the algorithm and then present a preliminary model to explain why it is so effective in these types of systems. Golder,Scott Huberman,BernardoA. The Structure of Collaborative Tagging Systems 2005 Collaborative tagging describes the process by which many users add metadata in the form of keywords to shared content. Recently, collaborative tagging has grown in popularity on the web, on sites that allow users to tag bookmarks, photographs and other content. In this paper we analyze the structure of collaborative tagging systems as well as their dynamical aspects. Specifically, we discovered regularities in user activity, tag frequencies, kinds of tags used, bursts of popularity in bookmarking and a remarkable stability in the relative proportions of tags within a given url. We also present a dynamical model of collaborative tagging that predicts these stable patterns and relates them to imitation and shared knowledge.