The Role of Sentiment Analysis (SA) and Opinion Mining (OM): Levels, Techniques, Tools and Application Perspectives

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AudienciaPúblico en generales_ES
CoberturaMéxicoes_ES
Fecha de ingreso2026-10-05T16:33:53Z
Fecha de publicación2026-01-01
ResumenA fascinating new area of Artificial Intelligence (AI) research that combines psychology, machine learning, and natural language processing is known as sentiment analysis. Automatic methods for detecting polarity (positive, negative, and neutral) in texts have advanced significantly as a result of the vast number of opinions that have been expressed electronically on the internet, social networks, and blogs. Publicly visible individuals and organizations can no longer afford to ignore opinions made about them online. Firstly, we will go over the fundamentals of sentiment analysis in current chapter, including both knowledge-based and machine learning based approaches. The current chapter introduces the concept of sentiment analysis followed by a discussion on the threads of literature work done in this field. Afterwards, it discusses the levels of sentiment analysis followed by providing an overview on Opinion Mining (OM). Subsequently, we have discussed the various applications of sentiment analysis and opinion mining. Then we have detailed the various tools used for sentiment analysis. Finally, we have concluded our chapter.es_ES
Doihttps://doi.org/10.1007/978-3-032-21869-8_28es_ES
URIhttps://riuat.uat.edu.mx/handle/123456789/5633
Idiomaenes_ES
EditorialSpringer Naturees_ES
RelaciónSpringer Tracts in Additive Manufacturinges_ES
URL relacionadohttps://doi.org/10.1007/978-3-032-21869-8_28es_ES
DerechosAcceso restringido / Suscripción (Metadatos de producción científica)es_ES
Licenciahttp://purl.org/coar/access_right/c_16eces_ES
FuenteSpringer Tracts in Additive Manufacturing
Palabra claveArtificial Intelligencees_ES
Palabra claveBVPes_ES
Palabra claveCNNes_ES
Palabra claveDNNes_ES
Palabra claveEMGes_ES
Palabra claveGSRes_ES
Palabra claveKDEFes_ES
Palabra claveOpinion Mininges_ES
Palabra claveSASAes_ES
Palabra claveSentiment Analysises_ES
TítuloThe Role of Sentiment Analysis (SA) and Opinion Mining (OM): Levels, Techniques, Tools and Application Perspectiveses_ES
TipoCapítulo Libroes_ES
ArbitradoHa sido Arbitradoes_ES
AutorPriyadarshini, Sushree Bibhuprada B.
AutorPanda, Sucheta
AutorDutta, Pushan Kumar
AutorOrtiz-Rodriguez, Fernando
AutorPriyadarshini, Sushree Bibhuprada B.es_ES
AutorPanda, Suchetaes_ES
AutorDutta, Pushan Kumares_ES
AutorOrtiz-Rodriguez, Fernandoes_ES
InstituciónUniversidad Autónoma de Tamaulipas
InstituciónUniversidad Autónoma de Tamaulipases_ES
Rango de páginas392-418es_ES
URL relacionadahttps://doi.org/10.1007/978-3-032-21869-8_28
Tipo de artículoIndexado
Tipo de artículoIndexadoes_ES
VolumenPart F2318es_ES

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