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ranking. David Kauchak CS 451 – Fall 2013. Admin. Assignment 4 Assignment 5. Course feedback. Thanks!. Course feedback. Difficulty. Course feedback. Time/week. Course feedback. Experiments/follow-up questions More interesting data sets More advanced topics I’m hoping to get to:
Ranking. Ida Mele. Introduction. The set of software components for the management of large sets of data is made of: MG4J, Fastutil, the DSI Utilities, Sux4J, WebGraph, the LAW software. These software components have been developed by the DSI of the University of Milan. Fastutil.
Ranking. Classification of ranking approaches. Three main classification criteria: Ranking unit : semantic entity (object), semantic sub graph, semantic document, textual document, multimedia item (picture, video, audio),...
Ranking. Link-based Ranking (2° generation). Reading 21. Query-independent ordering. First generation: using link counts as simple measures of popularity. Undirected popularity: Each page gets a score given by the number of in-links plus the number of out-links (es. 3+2=5).
Ranking. Motivation : searching the web. Motivation: Basis for recommendation. Motivation: Personalized search. Why graphs?. The underlying data is naturally a graph WWW graph: Websites are linked with each other Papers linked by citation Authors linked by co-authorship
Ranking. Cha -14. Content. Introduction The Vector Space Model Probabilistic Models Set-Oriented Ranking Models Direct Comparison of Similarity Measures and Term- Weighting Schemes Ranking Based on Document Structure Ranking Techniques Used in Operational Systems
Ranking. What is ranking? “ranking is a specialised form of sequencing items or actions by quantity and / or quality” How do we rank? “we rank items by prioritising them whereby the most important item is the highest ranked”. Example of Ranking. How do we rank football teams?