Title: | A general process for the semantic annotation and enrichment of electronic program guides |
Authors: | Gonzalez Toral, Hernan Santiago Espinoza Mejia, Jorge Mauricio Palacio Baus, Kenneth Samuel Saquicela Galarza, Victor Hugo |
metadata.dc.ucuenca.correspondencia: | Gonzalez Toral, Hernan Santiago, hernan.gonzalezt@ucuenca.edu.ec |
Keywords: | Electronic programming guides Natural language processing Semantic enrichment Word embeddings |
metadata.dc.ucuenca.areaconocimientofrascatiamplio: | 2. Ingeniería y Tecnología |
metadata.dc.ucuenca.areaconocimientofrascatidetallado: | 2.2.1 Ingeniería Eléctrica y Electrónica |
metadata.dc.ucuenca.areaconocimientofrascatiespecifico: | 2.2 Ingenierias Eléctrica, Electrónica e Información |
metadata.dc.ucuenca.areaconocimientounescoamplio: | 07 - Ingeniería, Industria y Construcción |
metadata.dc.ucuenca.areaconocimientounescodetallado: | 0714 - Electrónica y Automatización |
metadata.dc.ucuenca.areaconocimientounescoespecifico: | 071 - Ingeniería y Profesiones Afines |
Issue Date: | 2019 |
metadata.dc.ucuenca.embargoend: | 15-May-2050 |
metadata.dc.ucuenca.volumen: | Volumen 0 |
metadata.dc.source: | Communications in Computer and Information Science |
metadata.dc.identifier.doi: | 10.1007/978-3-030-21395-4_6 |
Publisher: | Springer Verlag |
metadata.dc.description.city: | Cayo Santa María |
metadata.dc.type: | ARTÍCULO DE CONFERENCIA |
Abstract: | Electronic Program Guides (EPGs) are usual resources aimed to inform the audience about the programming being transmitted by TV stations and cable/satellite TV providers. However, they only provide basic metadata about the TV programs, while users may want to obtain additional information related to the content they are currently watching. This paper proposes a general process for the semantic annotation and subsequent enrichment of EPGs using external knowledge bases and natural language processing techniques with the aim to tackle the lack of immediate availability of related information about TV programs. Additionally, we define an evaluation approach based on a distributed representation of words that can enable TV content providers to verify the effectiveness of the system and perform an automatic execution of the enrichment process. We test our proposal using a real-world dataset and demonstrate its effectiveness by using different knowledge bases, word representation models and similarity measures. Results showed that DBpedia and Google Knowledge Graph knowledge bases return the most relevant content during the enrichment process, while word2vec and fasttext models with Words Mover’s Distance as similarity function can be combined to validate the effectiveness of the retrieval task. |
Description: | Electronic Program Guides (EPGs) are usual resources aimed to inform the audience about the programming being transmitted by TV stations and cable/satellite TV providers. However, they only provide basic metadata about the TV programs, while users may want to obtain additional information related to the content they are currently watching. This paper proposes a general process for the semantic annotation and subsequent enrichment of EPGs using external knowledge bases and natural language processing techniques with the aim to tackle the lack of immediate availability of related information about TV programs. Additionally, we define an evaluation approach based on a distributed representation of words that can enable TV content providers to verify the effectiveness of the system and perform an automatic execution of the enrichment process. We test our proposal using a real-world dataset and demonstrate its effectiveness by using different knowledge bases, word representation models and similarity measures. Results showed that DBpedia and Google Knowledge Graph knowledge bases return the most relevant content during the enrichment process, while word2vec and fasttext models with Words Mover’s Distance as similarity function can be combined to validate the effectiveness of the retrieval task. |
URI: | https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85066117874&origin=inward |
metadata.dc.ucuenca.urifuente: | https://www.springer.com/series/7899 |
ISBN: | 978-303021394-7 |
ISSN: | 18650929 |
Appears in Collections: | Artículos
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