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Appel, Orestes (11)
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Hits 1 – 11 of 11
1
Consensus in Sentiment Analysis
Carter, Jenny
;
Chiclana, Francisco
;
Fujita, Hamido
. - : Springer International Publishing, 2021
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2
A Fuzzy Approach to Sentiment Analysis at the Sentence Level
Appel, Orestes
;
Chiclana, Francisco
;
Carter, Jenny
;
Fujita, Hamido
. - : Springer International Publishing, 2021
Abstract:
The objective of this chapter is to present a hybrid approach to the Sentiment Analysis problem focused on sentences or snippets. This new method is centred around a sentiment lexicon enhanced with the assistance of SentiWordNet and fuzzy sets to estimate the semantic orientation polarity and intensity for sentences. This provides a foundation for computing with sentiments. The proposed hybrid method is applied to three different datasets and the results achieved are compared to those obtained using Naïve Bayes (NB) and Maximum Entropy (ME) techniques. It is demonstrated through experimentation that this hybrid approach is more accurate and precise than both NB and ME techniques. Furthermore, it is shown that when applied to datasets containing snippets, the proposed method performs similar to state-of-the-art techniques.
Keyword:
Computing with sentiments
;
Fuzzy methods
;
Fuzzy sets
;
Hybrid method
;
Machine learning
;
Sentiment analysis
URL:
https://dora.dmu.ac.uk/handle/2086/20824
https://doi.org/10.1007/978-3-030-66474-9_2
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3
A Hybrid Approach to the Sentiment Analysis Problem at the Sentence Level
Appel, Orestes
. - : De Montfort University, 2017. : Faculty of Technology, 2017
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4
A consensus approach to sentiment analysis
Appel, Orestes
;
Chiclana, Francisco
;
Carter, Jenny
. - 2017
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5
Successes and challenges in developing a hybrid approach to sentiment analysis
Fujita, Hamido
;
Chiclana, Francisco
;
Appel, Orestes
. - : Springer International Publishing, 2017
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6
A consensus approach to the sentiment analysis problem driven by support-based IOWA majority
Appel, Orestes
;
Chiclana, Francisco
;
Carter, Jenny
. - : John Wiley & Sons, Inc., 2017
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7
Successes and challenges in developing a hybrid approach to sentiment analysis
Appel, Orestes
;
Chiclana, Francisco
;
Carter, Jenny
. - 2017
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8
A Consensus Approach to the Sentiment Analysis Problem Driven by Support-Based IOWA Majority
Appel, Orestes
;
Chiclana, Francisco
;
Carter, Jenny
. - : Wiley, 2017
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9
A Hybrid Approach to Sentiment Analysis
Appel, Orestes
;
Fujita, Hamido
;
Chiclana, Francisco
. - : IEEE, 2016
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10
A Hybrid Approach to Sentiment Analysis with Benchmarking Results
Appel, Orestes
;
Fujita, Hamido
;
Chiclana, Francisco
. - : Springer Lectures Notes Computer Science, 2016
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11
A Hybrid Approach to the Sentiment Analysis Problem at the Sentence Level
Appel, Orestes
;
Chiclana, Francisco
;
Carter, Jenny
. - : Elsevier, 2016
BASE
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