Learning Web Queries for Retrieval of Relevant Information About an Entity in a Wikipedia Category

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Learning Web Queries for Retrieval of Relevant Information About an Entity in a Wikipedia Category
Authors
Vikrant Yadav
Sandeep Kumar
Publication date
2016
DOI
10.1145/2872518.2891114
Links
Original

Learning Web Queries for Retrieval of Relevant Information About an Entity in a Wikipedia Category - scientific work related to Wikipedia quality published in 2016, written by Vikrant Yadav and Sandeep Kumar.

Overview

In this paper, authors present a novel method to obtain a set of most appropriate queries for retrieval of relevant information about an entity from the Web. Using the body text of existing articles in a Wikipedia category, authors generate a set of queries capable of fetching the most relevant content for any entity belonging to that category. Authors find the common topics discussed in the articles of a category using Latent Semantic Analysis (LSA) and use them to formulate the queries. Using Long Short-Term Memory (LSTM) neural network, authors reduce the number of queries by removing the less sensible ones and then select the best ones out of them. The experimental results show that the proposed method outperforms the baselines. Existing approaches are performing better in generation of the relevant section title queries by extraction from the headings of the Wikipedia articles as compared to the generation of queries by extraction from the body text of the articles. Whereas, the experimental results show that the proposed approach can perform equally well and even better in extraction of the relevant queries from the body text of the Wikipedia articles.

Embed

Wikipedia Quality

Yadav, Vikrant; Kumar, Sandeep. (2016). "[[Learning Web Queries for Retrieval of Relevant Information About an Entity in a Wikipedia Category]]". International World Wide Web Conferences Steering Committee. DOI: 10.1145/2872518.2891114.

English Wikipedia

{{cite journal |last1=Yadav |first1=Vikrant |last2=Kumar |first2=Sandeep |title=Learning Web Queries for Retrieval of Relevant Information About an Entity in a Wikipedia Category |date=2016 |doi=10.1145/2872518.2891114 |url=https://wikipediaquality.com/wiki/Learning_Web_Queries_for_Retrieval_of_Relevant_Information_About_an_Entity_in_a_Wikipedia_Category |journal=International World Wide Web Conferences Steering Committee}}

HTML

Yadav, Vikrant; Kumar, Sandeep. (2016). &quot;<a href="https://wikipediaquality.com/wiki/Learning_Web_Queries_for_Retrieval_of_Relevant_Information_About_an_Entity_in_a_Wikipedia_Category">Learning Web Queries for Retrieval of Relevant Information About an Entity in a Wikipedia Category</a>&quot;. International World Wide Web Conferences Steering Committee. DOI: 10.1145/2872518.2891114.