Difference between revisions of "Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network"
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| − | '''Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network''' - scientific work related to Wikipedia quality published in 2013, written by Daniil Mirylenka and Andrea Passerini. | + | {{Infobox work |
| + | | title = Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network | ||
| + | | date = 2013 | ||
| + | | authors = [[Daniil Mirylenka]]<br />[[Andrea Passerini]] | ||
| + | | doi = 10.1145/2505515.2505621 | ||
| + | | link = https://dl.acm.org/citation.cfm?id=2505621 | ||
| + | }} | ||
| + | '''Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network''' - scientific work related to [[Wikipedia quality]] published in 2013, written by [[Daniil Mirylenka]] and [[Andrea Passerini]]. | ||
== Overview == | == Overview == | ||
| − | Searching for scientific publications on the Web is a tedious task, especially when exploring an unfamiliar domain. Typical scholarly search engines produce lengthy unstructured result lists that are difficult to comprehend, interpret and browse. Authors propose a novel method of organizing the search results into concise and informative topic hierarchies. The method consists of two steps: extracting interrelated topics from the result set, and summarizing the topic graph. In the first step authors map the search results to articles and categories of Wikipedia, constructing a graph of relevant topics with hierarchical relations. In the second step authors sequentially build nested summaries of the produced topic graph using a structured output prediction approach. Trained on a small number of examples, method learns to construct informative summaries for unseen topic graphs, and outperforms unsupervised state-of-the-art Wikipedia-based clustering. | + | Searching for scientific publications on the Web is a tedious task, especially when exploring an unfamiliar domain. Typical scholarly search engines produce lengthy unstructured result lists that are difficult to comprehend, interpret and browse. Authors propose a novel method of organizing the search results into concise and informative topic hierarchies. The method consists of two steps: extracting interrelated topics from the result set, and summarizing the topic graph. In the first step authors map the search results to articles and [[categories]] of [[Wikipedia]], constructing a graph of relevant topics with hierarchical relations. In the second step authors sequentially build nested summaries of the produced topic graph using a structured output prediction approach. Trained on a small number of examples, method learns to construct informative summaries for unseen topic graphs, and outperforms unsupervised state-of-the-art Wikipedia-based clustering. |
| + | |||
| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Mirylenka, Daniil; Passerini, Andrea. (2013). "[[Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network]]".DOI: 10.1145/2505515.2505621. | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Mirylenka |first1=Daniil |last2=Passerini |first2=Andrea |title=Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network |date=2013 |doi=10.1145/2505515.2505621 |url=https://wikipediaquality.com/wiki/Navigating_the_Topical_Structure_of_Academic_Search_Results_via_the_Wikipedia_Category_Network}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Mirylenka, Daniil; Passerini, Andrea. (2013). &quot;<a href="https://wikipediaquality.com/wiki/Navigating_the_Topical_Structure_of_Academic_Search_Results_via_the_Wikipedia_Category_Network">Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network</a>&quot;.DOI: 10.1145/2505515.2505621. | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | |||
| + | |||
| + | [[Category:Scientific works]] | ||
Latest revision as of 12:25, 11 January 2021
Authors | Daniil Mirylenka Andrea Passerini |
|---|---|
Publication date | 2013 |
DOI | 10.1145/2505515.2505621 |
Links | Original |
Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network - scientific work related to Wikipedia quality published in 2013, written by Daniil Mirylenka and Andrea Passerini.
Overview
Searching for scientific publications on the Web is a tedious task, especially when exploring an unfamiliar domain. Typical scholarly search engines produce lengthy unstructured result lists that are difficult to comprehend, interpret and browse. Authors propose a novel method of organizing the search results into concise and informative topic hierarchies. The method consists of two steps: extracting interrelated topics from the result set, and summarizing the topic graph. In the first step authors map the search results to articles and categories of Wikipedia, constructing a graph of relevant topics with hierarchical relations. In the second step authors sequentially build nested summaries of the produced topic graph using a structured output prediction approach. Trained on a small number of examples, method learns to construct informative summaries for unseen topic graphs, and outperforms unsupervised state-of-the-art Wikipedia-based clustering.
Embed
Wikipedia Quality
Mirylenka, Daniil; Passerini, Andrea. (2013). "[[Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network]]".DOI: 10.1145/2505515.2505621.
English Wikipedia
{{cite journal |last1=Mirylenka |first1=Daniil |last2=Passerini |first2=Andrea |title=Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network |date=2013 |doi=10.1145/2505515.2505621 |url=https://wikipediaquality.com/wiki/Navigating_the_Topical_Structure_of_Academic_Search_Results_via_the_Wikipedia_Category_Network}}
HTML
Mirylenka, Daniil; Passerini, Andrea. (2013). "<a href="https://wikipediaquality.com/wiki/Navigating_the_Topical_Structure_of_Academic_Search_Results_via_the_Wikipedia_Category_Network">Navigating the Topical Structure of Academic Search Results via the Wikipedia Category Network</a>".DOI: 10.1145/2505515.2505621.
