scholarly journals Semantic similarity measurement using historical google search patterns

2013 ◽  
Vol 15 (3) ◽  
pp. 399-410 ◽  
Author(s):  
Jorge Martinez-Gil ◽  
José F. Aldana-Montes
Keyword(s):  
Semantic Similarity ◽  
Similarity Measurement ◽  
Search Patterns ◽  
Semantic Similarity Measurement ◽  
Google Search

scholarly journals Semantic similarity measurement using historical google search patterns

2017 ◽  
Author(s):  
Jorge Martinez-Gil ◽  
José F. Aldana Montes
Keyword(s):  
Semantic Similarity ◽  
Information Integration ◽  
General Purpose ◽  
Similarity Measurement ◽  
Short Text ◽  
Search Patterns ◽  
Benchmark Datasets ◽  
Semantic Similarity Measurement ◽  
Important Challenge ◽  
Google Search

Computing the semantic similarity between terms (or short text expressions) that have the same meaning but which are not lexicographically similar is an important challenge in the information integration field. The problem is that techniques for textual semantic similarity measurement often fail to deal with words not covered by synonym dictionaries. In this paper, we try to solve this problem by determining the semantic similarity for terms using the knowledge inherent in the search history logs from the Google search engine. To do this, we have designed and evaluated four algorithmic methods for measuring the semantic similarity between terms using their associated history search patterns. These algorithmic methods are: a) frequent co-occurrence of terms in search patterns, b) computation of the relationship between search patterns, c) outlier coincidence on search patterns, and d) forecasting comparisons. We have shown experimentally that some of these methods correlate well with respect to human judgment when evaluating general purpose benchmark datasets, and significantly outperform existing methods when evaluating datasets containing terms that do not usually appear in dictionaries.

Semantic similarity measurement: an intrinsic information content model

2020 ◽  
Vol 14 (3) ◽  
pp. 218
Author(s):  
Abhijit Adhikari ◽  
Biswanath Dutta ◽  
Animesh Dutta ◽  
Deepjyoti Mondal
Keyword(s):  
Information Content ◽  
Semantic Similarity ◽  
Similarity Measurement ◽  
Content Model ◽  
Semantic Similarity Measurement

Semantic similarity measurement: an intrinsic information content model

2020 ◽  
Vol 14 (3) ◽  
pp. 218
Author(s):  
Deepjyoti Mondal ◽  
Animesh Dutta ◽  
Abhijit Adhikari ◽  
Biswanath Dutta
Keyword(s):  
Information Content ◽  
Semantic Similarity ◽  
Similarity Measurement ◽  
Content Model ◽  
Semantic Similarity Measurement

A Novel Neurofuzzy Approach for Semantic Similarity Measurement

2021 ◽  
pp. 192-203
Author(s):  
Jorge Martinez-Gil ◽  
Riad Mokadem ◽  
Josef Küng ◽  
Abdelkader Hameurlain
Keyword(s):  
Semantic Similarity ◽  
Similarity Measurement ◽  
Semantic Similarity Measurement
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