Bootstrapping Wikipedia to Answer Ambiguous Person Name Queries

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Bootstrapping Wikipedia to Answer Ambiguous Person Name Queries
Authors
Toni Gruetze
Gjergji Kasneci
Zhe Zuo
Felix Naumann
Publication date
2014
DOI
10.1109/ICDEW.2014.6818303
Links
Original

Bootstrapping Wikipedia to Answer Ambiguous Person Name Queries - scientific work related to Wikipedia quality published in 2014, written by Toni Gruetze, Gjergji Kasneci, Zhe Zuo and Felix Naumann.

Overview

Some 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. Authors 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. Authors have evaluated methods on a hand-labeled dataset of around 5,000 Web pages retrieved from Google queries on 50 ambiguous person names.

Embed

Wikipedia Quality

Gruetze, Toni; Kasneci, Gjergji; Zuo, Zhe; Naumann, Felix. (2014). "[[Bootstrapping Wikipedia to Answer Ambiguous Person Name Queries]]".DOI: 10.1109/ICDEW.2014.6818303.

English Wikipedia

{{cite journal |last1=Gruetze |first1=Toni |last2=Kasneci |first2=Gjergji |last3=Zuo |first3=Zhe |last4=Naumann |first4=Felix |title=Bootstrapping Wikipedia to Answer Ambiguous Person Name Queries |date=2014 |doi=10.1109/ICDEW.2014.6818303 |url=https://wikipediaquality.com/wiki/Bootstrapping_Wikipedia_to_Answer_Ambiguous_Person_Name_Queries}}

HTML

Gruetze, Toni; Kasneci, Gjergji; Zuo, Zhe; Naumann, Felix. (2014). &quot;<a href="https://wikipediaquality.com/wiki/Bootstrapping_Wikipedia_to_Answer_Ambiguous_Person_Name_Queries">Bootstrapping Wikipedia to Answer Ambiguous Person Name Queries</a>&quot;.DOI: 10.1109/ICDEW.2014.6818303.