Multi-Label Classification of Short Text: a Study on Wikipedia Barnstars
Authors | Hitesh Sajnani Sara Javanmardi David W. McDonald Cristina Videira Lopes |
|---|---|
Publication date | 2011 |
Links | Original |
Multi-Label Classification of Short Text: a Study on Wikipedia Barnstars - scientific work related to Wikipedia quality published in 2011, written by Hitesh Sajnani, Sara Javanmardi, David W. McDonald and Cristina Videira Lopes.
Overview
A content analysis ofWikipedia barnstars personalized tokens of appreciation given to participants reveals a wide range of valued work extending beyond simple editing to include social support, administrative actions, and types of articulation work. Barnstars are examples of short semi-structured text characterized by informal grammar and language. Authors propose a method to classify these barnstars which contain items of interest into various work type categories. Authors evaluate several multilabel text categorization classifiers and show that significant performance can be achieved by simple classifiers using features which carry context extracted from barnstars. Although this study focused specifically on work categorization via barnstar content for Wikipedia, authors believe that the findings are applicable to other similar collaborative systems.
Embed
Wikipedia Quality
Sajnani, Hitesh; Javanmardi, Sara; McDonald, David W.; Lopes, Cristina Videira. (2011). "[[Multi-Label Classification of Short Text: a Study on Wikipedia Barnstars]]". AAAI Press.
English Wikipedia
{{cite journal |last1=Sajnani |first1=Hitesh |last2=Javanmardi |first2=Sara |last3=McDonald |first3=David W. |last4=Lopes |first4=Cristina Videira |title=Multi-Label Classification of Short Text: a Study on Wikipedia Barnstars |date=2011 |url=https://wikipediaquality.com/wiki/Multi-Label_Classification_of_Short_Text:_a_Study_on_Wikipedia_Barnstars |journal=AAAI Press}}
HTML
Sajnani, Hitesh; Javanmardi, Sara; McDonald, David W.; Lopes, Cristina Videira. (2011). "<a href="https://wikipediaquality.com/wiki/Multi-Label_Classification_of_Short_Text:_a_Study_on_Wikipedia_Barnstars">Multi-Label Classification of Short Text: a Study on Wikipedia Barnstars</a>". AAAI Press.
