Difference between revisions of "Query Classification Using Wikipedia's Category Graph"
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Wikipedia's category graph is a network of 300,000 interconnected category labels, and can be a powerful resource for many classification tasks. However, its size and the lack of order can make it difficult to navigate. In this paper, authors present a new algorithm to efficiently exploit this graph and accurately rank classification labels given user-specified keywords. Authors highlight multiple possible variations of this algorithm, and study the impact of these variations on the classification results in order to determine the optimal way to exploit the category graph. Authors implement algorithm as the core of a query classification system and demonstrate its [[reliability]] using the KDD CUP 2005 and TREC 2007 competitions as benchmarks. | Wikipedia's category graph is a network of 300,000 interconnected category labels, and can be a powerful resource for many classification tasks. However, its size and the lack of order can make it difficult to navigate. In this paper, authors present a new algorithm to efficiently exploit this graph and accurately rank classification labels given user-specified keywords. Authors highlight multiple possible variations of this algorithm, and study the impact of these variations on the classification results in order to determine the optimal way to exploit the category graph. Authors implement algorithm as the core of a query classification system and demonstrate its [[reliability]] using the KDD CUP 2005 and TREC 2007 competitions as benchmarks. | ||
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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Alemzadeh, Milad; Khoury, Richard; Karray, Fakhri. (2012). "[[Query Classification Using Wikipedia's Category Graph]]".DOI: 10.4304/jetwi.4.3.207-220. | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Alemzadeh |first1=Milad |last2=Khoury |first2=Richard |last3=Karray |first3=Fakhri |title=Query Classification Using Wikipedia's Category Graph |date=2012 |doi=10.4304/jetwi.4.3.207-220 |url=https://wikipediaquality.com/wiki/Query_Classification_Using_Wikipedia's_Category_Graph}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Alemzadeh, Milad; Khoury, Richard; Karray, Fakhri. (2012). &quot;<a href="https://wikipediaquality.com/wiki/Query_Classification_Using_Wikipedia's_Category_Graph">Query Classification Using Wikipedia's Category Graph</a>&quot;.DOI: 10.4304/jetwi.4.3.207-220. | ||
| + | </nowiki> | ||
| + | </code> | ||
Revision as of 00:40, 26 January 2021
Authors | Milad Alemzadeh Richard Khoury Fakhri Karray |
|---|---|
Publication date | 2012 |
DOI | 10.4304/jetwi.4.3.207-220 |
Links | Original Preprint |
Query Classification Using Wikipedia's Category Graph - scientific work related to Wikipedia quality published in 2012, written by Milad Alemzadeh, Richard Khoury and Fakhri Karray.
Overview
Wikipedia's category graph is a network of 300,000 interconnected category labels, and can be a powerful resource for many classification tasks. However, its size and the lack of order can make it difficult to navigate. In this paper, authors present a new algorithm to efficiently exploit this graph and accurately rank classification labels given user-specified keywords. Authors highlight multiple possible variations of this algorithm, and study the impact of these variations on the classification results in order to determine the optimal way to exploit the category graph. Authors implement algorithm as the core of a query classification system and demonstrate its reliability using the KDD CUP 2005 and TREC 2007 competitions as benchmarks.
Embed
Wikipedia Quality
Alemzadeh, Milad; Khoury, Richard; Karray, Fakhri. (2012). "[[Query Classification Using Wikipedia's Category Graph]]".DOI: 10.4304/jetwi.4.3.207-220.
English Wikipedia
{{cite journal |last1=Alemzadeh |first1=Milad |last2=Khoury |first2=Richard |last3=Karray |first3=Fakhri |title=Query Classification Using Wikipedia's Category Graph |date=2012 |doi=10.4304/jetwi.4.3.207-220 |url=https://wikipediaquality.com/wiki/Query_Classification_Using_Wikipedia's_Category_Graph}}
HTML
Alemzadeh, Milad; Khoury, Richard; Karray, Fakhri. (2012). "<a href="https://wikipediaquality.com/wiki/Query_Classification_Using_Wikipedia's_Category_Graph">Query Classification Using Wikipedia's Category Graph</a>".DOI: 10.4304/jetwi.4.3.207-220.
