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Desenvolupament d'un model predictiu del preu dels allotjaments turístics de Barcelona

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dc.contributor Vitrià i Marca, Jordi
dc.creator Manresa Rigo, Pere Antoni
dc.date 2016-10-26T08:40:11Z
dc.date 2016-10-26T08:40:11Z
dc.date 2016-06-06
dc.date.accessioned 2024-12-16T10:23:19Z
dc.date.available 2024-12-16T10:23:19Z
dc.identifier http://hdl.handle.net/2445/102922
dc.identifier.uri http://fima-docencia.ub.edu:8080/xmlui/handle/123456789/15814
dc.description Treballs Finals de Grau d'Enginyeria Informàtica, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2016, Director: Jordi Vitrià i Marca
dc.description This project carries out a development of a statistical modelling research which intends to represent the most important features of Airbnb users’ usage of its services. This research comprises of a deployment of different statistical learning techniques, from building lineal regression models, and implementing ensemble algorithms such as Gradient Boosting Regressor, to apply state-of-the-art optimization methods. The goal of this project is not to create a deep and flexible statistical model by deploying complex algorithms but leverage a wide range of simpler techniques in order to build a stronger and more comprehensive model. The innovative market of software products within the touristic sector has been one of the main targets of many actual companies. The Airbnb methodology’s real battle against many old-fashioned accommodation services has raised the interest of many housing companies which are investing a lot of money in understanding their secrets. The illustration of this project’s results will help readers to achieve a better understanding of how Airbnb is actually used by its users, and how they could obtain a compensating revenue out from its services.
dc.format 84 p.
dc.format application/pdf
dc.language cat
dc.rights memòria: cc-by-nc-sa (c) Pere Antoni Manresa Rigo, 2016
dc.rights codi: GPL (c) Pere Antoni Manresa Rigo, 2016
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 Mètodes estadístics
dc.subject Dades massives
dc.subject Programari
dc.subject Treballs de fi de grau
dc.subject Teoria de la predicció
dc.subject Habitatge
dc.subject Statistical methods
dc.subject Big data
dc.subject Computer software
dc.subject Prediction theory
dc.subject Housing
dc.subject Bachelor's theses
dc.title Desenvolupament d'un model predictiu del preu dels allotjaments turístics de Barcelona
dc.type info:eu-repo/semantics/bachelorThesis


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