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Machine learning per a l'anàlisi i classificació de sentiments

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dc.contributor Pascual i Guinovart, Guillem
dc.creator Pons Gomila, Carlos
dc.date 2018-10-05T08:15:38Z
dc.date 2018-10-05T08:15:38Z
dc.date 2017-06-22
dc.date.accessioned 2024-12-16T10:26:47Z
dc.date.available 2024-12-16T10:26:47Z
dc.identifier http://hdl.handle.net/2445/125084
dc.identifier.uri http://fima-docencia.ub.edu:8080/xmlui/handle/123456789/21515
dc.description Treballs Finals de Grau d'Enginyeria Informàtica, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2018, Director: Guillem Pascual Guinovart
dc.description [en] Continuously people debate and express their opinions in their day to day life. Internet has encouraged these opinions to be made public through social networks or review platforms regarding a brand, product or service. To analyze this intake of information, mining of opinions is gaining strength. A scraping system has been implemented to obtain a real data corpus and algorithms based on natural language processing (NLP) and Machine Learning are used to implement a sentiment analysis framework. By means of supervised learning, the reviews written at TripAdvisor regarding tourist accommodation are classified. A brief introduction to the world of neuronal networks is made and the Keras library is used in a regression problem to predict scores. Finally, the result of analyzing opinions applied to hotels in the city of Barcelona is presented on a web map, obtaining an indicator that represents the degree of positive or negative comments for each hotel.
dc.format application/pdf
dc.language cat
dc.rights memòria: cc-by-nc-sa (c) Pons Gomila, Carlos, 2018
dc.rights codi: GPL (c) Pons Gomila, Carlos, 2018
dc.rights http://creativecommons.org/licenses/by-sa/3.0/es/
dc.rights http://www.gnu.org/licenses/gpl-3.0.ca.html
dc.rights info:eu-repo/semantics/openAccess
dc.source Treballs Finals de Grau (TFG) - Enginyeria Informàtica
dc.subject Aprenentatge automàtic
dc.subject Tractament del llenguatge natural (Informàtica)
dc.subject Programari
dc.subject Treballs de fi de grau
dc.subject Allotjaments turístics
dc.subject Conducta dels consumidors
dc.subject Sistemes classificadors (Intel·ligència artificial)
dc.subject Machine learning
dc.subject Natural language processing (Computer science)
dc.subject Computer software
dc.subject Tourist accommodation
dc.subject Consumer behavior
dc.subject Bachelor's theses
dc.subject Learning classifier systems
dc.title Machine learning per a l'anàlisi i classificació de sentiments
dc.type info:eu-repo/semantics/bachelorThesis


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