Publication | Open Access
Towards an integrated pipeline for aspect-based sentiment analysis in various domains
29
Citations
22
References
2017
Year
Unknown Venue
Customer SatisfactionIntegrated Absa PipelineEngineeringOpinion AggregationBusiness IntelligenceMultimodal Sentiment AnalysisCorpus LinguisticsSentiment AnalysisText MiningNatural Language ProcessingAspect-based Sentiment AnalysisData ScienceAspect Polarity ClassificationComputational LinguisticsManagementContent AnalysisAspect Term ExtractionUser ExperienceMarketingIntegrated PipelineSemantic ParsingTopic ModelVarious DomainsMarketing InsightsLinguisticsMedium Analytics
This paper presents an integrated ABSA pipeline for Dutch that has been developed and tested on qualitative user feedback coming from three domains: retail, banking and human resources. The two latter domains provide service-oriented data, which has not been investigated before in ABSA. By performing in-domain and cross-domain experiments the validity of our approach was investigated. We show promising results for the three ABSA subtasks, aspect term extraction, aspect category classification and aspect polarity classification.
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