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1
Consensus in Sentiment Analysis
Carter, Jenny; Chiclana, Francisco; Fujita, Hamido; Appel, Orestes. - : Springer International Publishing, 2021
Abstract: The objective of this chapter is to present a method applicable in group decision-making where computing the opinion of the majority of participants is key. In this article, we present a method that makes use of Induced Ordered Weighted Averaging (IOWA) operators to aggregate a majority opinion out of a number of Sentiment Analysis (SA) classification systems. The numerical output of each SA classification method is used as input to a carefully chosen IOWA operator that is semantically equivalent to the fuzzy linguistic quantifier ‘most of’. The object of the aggregation will be the intensity of the previously determined sentence polarity in such a way that the results represent what the majority thinks.
Keyword: Consensus Majority support; Ordered weighted averaging; OWA Induced ordered weighted averaging; Sentiment aggregation; Sentiment analysis; Sentiment analysis Consensus Majority support Sentiment aggregation Ordered weighted averaging OWA Induced ordered weighted averaging
URL: https://dora.dmu.ac.uk/handle/2086/20823
https://doi.org/10.1007/978-3-030-66474-9_3
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2
A Fuzzy Approach to Sentiment Analysis at the Sentence Level
Appel, Orestes; Chiclana, Francisco; Carter, Jenny. - : Springer International Publishing, 2021
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3
A T1OWA Fuzzy Linguistic Aggregation Methodology for Searching Feature-based Opinions.
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