Wikiwalk: Random Walks on Wikipedia for Semantic Relatedness
Authors | Eric Yeh Daniel Ramage Christopher D. Manning Eneko Agirre Aitor Soroa |
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Publication date | 2009 |
DOI | 10.3115/1708124.1708133 |
Links | Original |
Wikiwalk: Random Walks on Wikipedia for Semantic Relatedness - scientific work related to Wikipedia quality published in 2009, written by Eric Yeh, Daniel Ramage, Christopher D. Manning, Eneko Agirre and Aitor Soroa.
Overview
Computing semantic relatedness of natural language texts is a key component of tasks such as information retrieval and summarization, and often depends on knowledge of a broad range of real-world concepts and relationships. Authors address this knowledge integration issue by computing semantic relatedness using personalized PageRank (random walks) on a graph derived from Wikipedia. This paper evaluates methods for building the graph, including link selection strategies, and two methods for representing input texts as distributions over the graph nodes: one based on a dictionary lookup, the other based on Explicit Semantic Analysis. Authors evaluate techniques on standard word relatedness and text similarity datasets, finding that they capture similarity information complementary to existing Wikipedia-based relatedness measures, resulting in small improvements on a state-of-the-art measure.
Embed
Wikipedia Quality
Yeh, Eric; Ramage, Daniel; Manning, Christopher D.; Agirre, Eneko; Soroa, Aitor. (2009). "[[Wikiwalk: Random Walks on Wikipedia for Semantic Relatedness]]". Association for Computational Linguistics. DOI: 10.3115/1708124.1708133.
English Wikipedia
{{cite journal |last1=Yeh |first1=Eric |last2=Ramage |first2=Daniel |last3=Manning |first3=Christopher D. |last4=Agirre |first4=Eneko |last5=Soroa |first5=Aitor |title=Wikiwalk: Random Walks on Wikipedia for Semantic Relatedness |date=2009 |doi=10.3115/1708124.1708133 |url=https://wikipediaquality.com/wiki/Wikiwalk:_Random_Walks_on_Wikipedia_for_Semantic_Relatedness |journal=Association for Computational Linguistics}}
HTML
Yeh, Eric; Ramage, Daniel; Manning, Christopher D.; Agirre, Eneko; Soroa, Aitor. (2009). "<a href="https://wikipediaquality.com/wiki/Wikiwalk:_Random_Walks_on_Wikipedia_for_Semantic_Relatedness">Wikiwalk: Random Walks on Wikipedia for Semantic Relatedness</a>". Association for Computational Linguistics. DOI: 10.3115/1708124.1708133.