Journal ArticleDOI
Ant colony optimization for text feature selection in sentiment analysis
Siti Rohaidah Ahmad,Azuraliza Abu Bakar,Mohd Ridzwan Yaakub +2 more
- Vol. 23, Iss: 1, pp 133-158
About:
This article is published in Intelligent Data Analysis.The article was published on 2019-01-01. It has received 31 citations till now. The article focuses on the topics: Ant colony optimization algorithms & Sentiment analysis.read more
Citations
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Journal ArticleDOI
Improved Salp Swarm Algorithm based on opposition based learning and novel local search algorithm for feature selection
TL;DR: An improved version of Salp Swarm Algorithm (ISSA) is proposed in this study to solve feature selection problems and select the optimal subset of features in wrapper-mode and demonstrates that ISSA outperforms all baseline algorithms in terms of fitness values, accuracy, convergence curves, and feature reduction in most of the used datasets.
Journal ArticleDOI
A comprehensive survey on sentiment analysis: Approaches, challenges and trends
TL;DR: Sentiment analysis (SA) is the task of extracting and analyzing people's opinions, sentiments, attitudes, perceptions, etc., toward different entities such as topics, products, and services as discussed by the authors.
Journal ArticleDOI
An efficient and robust bat algorithm with fusion of opposition-based learning and whale optimization algorithm
Jinkun Luo,Fazhi He,Jiashi Yong +2 more
Journal ArticleDOI
A comparative study on bio-inspired algorithms for sentiment analysis
TL;DR: A comprehensive review of the significant bio-inspired algorithms that are popularly applied in sentiment analysis, which consist of swarm intelligence based and non-swarm intelligence-based algorithms.
Journal ArticleDOI
GAWA–A Feature Selection Method for Hybrid Sentiment Classification
TL;DR: This work aims to present a comprehensive model of hybrid sentiment by using the proposed method, GAWA, which outperformed the previous research and was valued in developing a new approach for the selection of feature-set with a better accuracy level.
References
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Journal ArticleDOI
An introduction to variable and feature selection
Isabelle Guyon,André Elisseeff +1 more
TL;DR: The contributions of this special issue cover a wide range of aspects of variable selection: providing a better definition of the objective function, feature construction, feature ranking, multivariate feature selection, efficient search methods, and feature validity assessment methods.
Journal ArticleDOI
Ant system: optimization by a colony of cooperating agents
TL;DR: It is shown how the ant system (AS) can be applied to other optimization problems like the asymmetric traveling salesman, the quadratic assignment and the job-shop scheduling, and the salient characteristics-global data structure revision, distributed communication and probabilistic transitions of the AS.
Journal ArticleDOI
Term Weighting Approaches in Automatic Text Retrieval
Gerard Salton,Chris Buckley +1 more
TL;DR: This paper summarizes the insights gained in automatic term weighting, and provides baseline single term indexing models with which other more elaborate content analysis procedures can be compared.
Journal ArticleDOI
Wrappers for feature subset selection
Ron Kohavi,George H. John +1 more
TL;DR: The wrapper method searches for an optimal feature subset tailored to a particular algorithm and a domain and compares the wrapper approach to induction without feature subset selection and to Relief, a filter approach tofeature subset selection.
Proceedings ArticleDOI
Mining and summarizing customer reviews
Minqing Hu,Bing Liu +1 more
TL;DR: This research aims to mine and to summarize all the customer reviews of a product, and proposes several novel techniques to perform these tasks.
Related Papers (5)
Ant Colony Optimization Based Feature Selection for Opinion Mining Classification
K. Saraswathi,A. Tamilarasi +1 more
Correlation-based Feature Selection using Ant Colony Optimization
Mehdi Sadeghzadeh,M. Teshnehlab +1 more