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1
Neuro-fuzzy network incorporating multiple lexicons for social sentiment analysis
In: Soft comput (2021)
Abstract: We have proposed MultiLexANFIS which is an adaptive neuro-fuzzy inference system (ANFIS) that incorporates inputs from multiple lexicons to perform sentiment analysis of social media posts. We classify tweets into two classes: neutral and non-neutral; the latter class includes both positive and negative polarity. This type of classification will be considered for applications that aim to test the neutrality of content posted by the users in social media platforms. In our proposed model, features are extracted by integrating natural language processing with fuzzy logic; hence, it is able to deal with the fuzziness of natural language in a very efficient and automatic manner. We have proposed a novel set of 64 rules for the proposed neuro-fuzzy network that can classify tweets correctly by working on fuzzy features fetched from VADER, AFINN and SentiWordNet lexicons. The proposed novel rules are domain independent, i.e., we can extend these rules for any textual data that employs lexicons. The antecedent and consequent parameters of the ANFIS are optimized by gradient descent and least squares estimate algorithms, respectively, in an iterative manner. The key contributions of this paper are: (1) a novel neuro-fuzzy system: MultiLexANFIS that takes as its input the positive and negative sentiment scores of tweets computed from multiple lexicons—VADER, AFINN and SentiWordNet, in order to classify the tweets into neutral and non-neutral content, (2) a novel set of 64 rules for the Sugeno-type fuzzy inference system—MultiLexANFIS, (3) single-lexicon-based ANFIS variants to classify tweets when multiple lexicons are not available and (4) comparison of MultiLexANFIS with different fuzzy, non-fuzzy and deep learning state of the art on various benchmark datasets revealing the superiority of our proposed neuro-fuzzy system for social sentiment analysis.
Keyword: Application of Soft Computing
URL: https://doi.org/10.1007/s00500-021-06528-0
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8628494/
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2
Identificación Craneofacial: Cuantificación y Comparación Morfológica
Martos Fernández, Rubén. - : Universidad de Granada, 2021
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3
A preliminary study of a citizen participation system based on consensus for Decision-making Processes
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4
Natural Language Processing based Soft Computing Techniques ...
Yousif, Jabar H.. - : Zenodo, 2020
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5
Natural Language Processing based Soft Computing Techniques ...
Yousif, Jabar H.. - : Zenodo, 2020
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6
Determining Project Contingency Reserve Using a Fuzzy Arithmetic-Based Risk Analysis Method
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7
Fuzzy logic: An instrument for the evaluation of project status
Doskéocil, Radek. - : Sevilla: Universidad Pablo de Olavide, 2015
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8
Semantics for the Semantic Web: The Implicit, the Formal and the Powerful
In: Amit P. Sheth (2014)
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9
Recent Trends in Applied Artificial Intelligence : 26th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2013, Amsterdam, The Netherlands, June 17-21, 2013, Proceedings
Ali, Moonis; Bosse, Tibor; Hindriks, Koen V. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2013
UB Frankfurt Linguistik
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10
Recent trends in applied artificial intelligence : proceedings
Ali, Moonis (Hrsg.); Bosse, Tibor (Hrsg.); Hindriks, Koen V. (Hrsg.). - Berlin [u.a.] : Springer, 2013
UB Frankfurt Linguistik
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11
A HYBRID FUZZY/GENETIC ALGORITHM FOR INTRUSION DETECTION IN RFID SYSTEMS
Geta, Gemechu. - 2012
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12
A HYBRID FUZZY/GENETIC ALGORITHM FOR INTRUSION DETECTION IN RFID SYSTEMS
Geta, Gemechu. - 2012
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13
Temporal fuzzy association rule mining with 2-tuple linguistic representation
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14
Automatic Titling of Electronic Documents with Noun Phrase Extraction
In: http://hal-lirmm.ccsd.cnrs.fr/file/index/docid/563903/filename/4_pages.pdf (2011)
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15
Intelligent text categorization and clustering
Nedjah, Nadia (Hrsg.). - Berlin [u.a.] : Springer, 2009
UB Frankfurt Linguistik
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16
Cognitive Systems : Joint Chinese-German Workshop, Shanghai, China, March 7-11, 2005, Revised Selected Papers
Lu, Ruqian; Siekmann, Jörg; Ullrich, Carsten. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2007
UB Frankfurt Linguistik
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17
Cognitive systems : joint Chinese-German workshop, Shanghai, China, March 7 - 11, 2005 ; revised selected papers
Lu, Ruqian (Hrsg.). - Berlin [u.a.] : Springer, 2007
UB Frankfurt Linguistik
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18
Improving the COCOMO Model Using a Neuro-Fuzzy Approach
In: Electrical and Computer Engineering Publications (2007)
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19
Classification and Modeling with Linguistic Information Granules : Advanced Approaches to Linguistic Data Mining
Ishibuchi, Hisao; Nakashima, Tomoharu; Nii, Manabu. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2005
UB Frankfurt Linguistik
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20
Classification and modeling with linguistic information granules : advanced approaches to linguistic data mining ; with 72 tables
Ishibuchi, Hisao; Nakashima, Tomoharu; Nii, Manabu. - Berlin [u.a.] : Springer, 2005
BLLDB
UB Frankfurt Linguistik
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