An Exploration of Learning to Link with Wikipedia: Features, Methods and Training Collection

An Exploration of Learning to Link with Wikipedia: Features, Methods and Training Collection

Authors	Jiyin He Maarten De Rijk
Publication date	2009
DOI	10.1007/978-3-642-14556-8_32
Links	Original

An Exploration of Learning to Link with Wikipedia: Features, Methods and Training Collection - scientific work related to Wikipedia quality published in 2009, written by Jiyin He and Maarten De Rijk.

Overview

Authors describe participation in the Link-the-Wiki track at INEX 2009. Authors apply machine learning methods to the anchor-to-best-entry-point task and explore the impact of the following aspects of approaches: features, learning methods as well as the collection used for training the models. Authors find that a learning to rank-based approach and a binary classification approach do not differ a lot. The new Wikipedia collection which is of larger size and which has more links than the collection previously used, provides better training material for learning models. In addition, a heuristic run which combines the two intuitively most useful features outperforms machine learning based runs, which suggests that a further analysis and selection of features is necessary.

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Wikipedia Quality

He, Jiyin; Rijk, Maarten De. (2009). "[[An Exploration of Learning to Link with Wikipedia: Features, Methods and Training Collection]]". Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-14556-8_32.

English Wikipedia

{{cite journal |last1=He |first1=Jiyin |last2=Rijk |first2=Maarten De |title=An Exploration of Learning to Link with Wikipedia: Features, Methods and Training Collection |date=2009 |doi=10.1007/978-3-642-14556-8_32 |url=https://wikipediaquality.com/wiki/An_Exploration_of_Learning_to_Link_with_Wikipedia:_Features,_Methods_and_Training_Collection |journal=Springer, Berlin, Heidelberg}}

HTML

He, Jiyin; Rijk, Maarten De. (2009). &quot;<a href="https://wikipediaquality.com/wiki/An_Exploration_of_Learning_to_Link_with_Wikipedia:_Features,_Methods_and_Training_Collection">An Exploration of Learning to Link with Wikipedia: Features, Methods and Training Collection</a>&quot;. Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-14556-8_32.