Browse wiki

Jump to: navigation, search
Bootstrapping Wikipedia to answer ambiguous person name queries
Abstract Some of the main ranking features of todaySome of the main ranking features of today's search engines reflect result popularity and are based on ranking models, such as PageRank, implicit feedback aggregation, and more. While such features yield satisfactory results for a wide range of queries, they aggravate the problem of search for ambiguous entities: Searching for a person yields satisfactory results only if the person in question is represented by a high-ranked Web page and all required information are contained in this page. Otherwise, the user has to either reformulate/refine the query or manually inspect low-ranked results to find the person in question. A possible approach to solve this problem is to cluster the results, so that each cluster represents one of the persons occurring in the answer set. However clustering search results has proven to be a difficult endeavor by itself, where the clusters are typically of moderate quality. A wealth of useful information about persons occurs in Web 2.0 platforms, such as Wikipedia, LinkedIn, Facebook, etc. Being human-generated, the information on these platforms is clean, focused, and already disambiguated. We show that when searching with ambiguous person names the information from Wikipedia can be bootstrapped to group the results according to the individuals occurring in them. We have evaluated our methods on a hand-labeled dataset of around 5,000 Web pages retrieved from Google queries on 50 ambiguous person names.ogle queries on 50 ambiguous person names.
Abstractsub Some of the main ranking features of todaySome of the main ranking features of today's search engines reflect result popularity and are based on ranking models, such as PageRank, implicit feedback aggregation, and more. While such features yield satisfactory results for a wide range of queries, they aggravate the problem of search for ambiguous entities: Searching for a person yields satisfactory results only if the person in question is represented by a high-ranked Web page and all required information are contained in this page. Otherwise, the user has to either reformulate/refine the query or manually inspect low-ranked results to find the person in question. A possible approach to solve this problem is to cluster the results, so that each cluster represents one of the persons occurring in the answer set. However clustering search results has proven to be a difficult endeavor by itself, where the clusters are typically of moderate quality. A wealth of useful information about persons occurs in Web 2.0 platforms, such as Wikipedia, LinkedIn, Facebook, etc. Being human-generated, the information on these platforms is clean, focused, and already disambiguated. We show that when searching with ambiguous person names the information from Wikipedia can be bootstrapped to group the results according to the individuals occurring in them. We have evaluated our methods on a hand-labeled dataset of around 5,000 Web pages retrieved from Google queries on 50 ambiguous person names.ogle queries on 50 ambiguous person names.
Bibtextype inproceedings  +
Doi 10.1109/ICDEW.2014.6818303  +
Has author Gruetze T. + , Gjergji Kasneci + , Zuo Z. + , Naumann F. +
Has extra keyword Search engine + , Social networking (online) + , Technical presentations + , Answer set + , Facebook + , Implicit feedback + , LinkedIn + , PageRank + , Person-name queries + , Ranking model + , Wikipedia + , Query processing +
Isbn 9781479934805  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 56–61  +
Published in Proceedings - International Conference on Data Engineering +
Title Bootstrapping Wikipedia to answer ambiguous person name queries +
Type conference paper  +
Year 2014 +
Creation dateThis property is a special property in this wiki. 6 November 2014 23:32:41  +
Categories Publications without keywords parameter  + , Publications without license parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Conference papers  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 6 November 2014 23:32:41  +
DateThis property is a special property in this wiki. 2014  +
hide properties that link here 
Bootstrapping Wikipedia to answer ambiguous person name queries + Title
 

 

Enter the name of the page to start browsing from.