ליאור רוקח

אקדמי בכיר

A classifier to determine which Wikipedia biographies will be accepted

Nir Ofek, Lior Rokach

Wikipedia, like other encyclopedias, includes biographies of notable people. However, because it is jointly written by many contributors, it is subject to constant manipulation by contributors attempting to add biographies of non-notable people. Over time, Wikipedia has developed inclusion criteria for notable people (e.g., receiving a significant award) based on which newly contributed biographies are evaluated. In this paper we present and analyze a set of simple indicators that can be used to predict which article will eventually be accepted. These indicators do not refer to the content itself, but to meta-content features (such as the number of categories that the biography is associated with) and to author-based features (such as if it is a first-time author). By training a classifier on these features, we successfully reached a high predictive performance (area under the receiver operating characteristic [ROC] curve [AUC] of 0.97) even though we overlooked the actual biography text.

שפת פרסום אנגלית
דפים 213-218
כתב עת Journal of the Association for Information Science and Technology
כרך 66
נושא מספר 1
סטטוס פרסום פורסם - 01.01.2015

Keywords

information resources management
information retrieval

ASJC Scopus subject areas

Information Systems
Computer Networks and Communications
Information Systems and Management
Library and Information Sciences
גישה למסמך
10.1002/asi.23199
קבצים וקישורים אחרים
Link to publication in Scopus