Implementation of a Bespoke, Collaborative-Filtering, Matrix-Factoring Recommender System Based on a Bernoulli Distribution Model for Webel

Domingo Benito, Martín Bosco (2021). Implementation of a Bespoke, Collaborative-Filtering, Matrix-Factoring Recommender System Based on a Bernoulli Distribution Model for Webel. Proyecto Fin de Carrera / Trabajo Fin de Grado, E.T.S.I. de Sistemas Informáticos (UPM), Madrid.

Description

Title: Implementation of a Bespoke, Collaborative-Filtering, Matrix-Factoring Recommender System Based on a Bernoulli Distribution Model for Webel
Author/s:
  • Domingo Benito, Martín Bosco
Contributor/s:
  • Lara Cabrera, Raúl
Item Type: Final Project
Degree: Grado en Ingeniería del Software
Date: July 2021
Subjects:
Freetext Keywords: Collaborative filtering; Recommender systems; Filtrado colaborativo; Sistemas de recomendación
Faculty: E.T.S.I. de Sistemas Informáticos (UPM)
Department: Sistemas Informáticos
Creative Commons Licenses: Recognition - No derivative works - Non commercial

Full text

[img]
Preview
PDF - Requires a PDF viewer, such as GSview, Xpdf or Adobe Acrobat Reader
Download (2MB) | Preview
[img] Archive (ZIP) - Users in campus UPM only
Download (3MB)

Abstract

Este proyecto documenta el proceso de construcción y entrenamiento de un Sistema de Recomendación por Filtrado Colaborativo y Factorización Matricial basado en el modelo BeMF propuesto en [1] adaptado para Webel, una empresa software dirigida a ofrecer servicios a domicilio ofertados por profesionales a través de una aplicación móvil. Se incluye la preparación del entorno y empleados para la futura integración con sus sistemas existentes y subsecuente lanzamiento a producción. Abstract: This project documents the process of building and training a Collaborative-Filtering, Matrix-Factoring Recommender System based on the proposed BeMF model in [1] and adapted for Webel, a software company aiming to provide at-home services offered by professionals through a mobile app. It also includes the successful preparation and employee training for future integration with their existing systems and subsequent launch into production.

More information

Item ID: 68046
DC Identifier: https://oa.upm.es/68046/
OAI Identifier: oai:oa.upm.es:68046
Deposited by: Biblioteca Universitaria Campus Sur
Deposited on: 27 Jul 2021 18:50
Last Modified: 26 Sep 2021 22:30
  • Logo InvestigaM (UPM)
  • Logo GEOUP4
  • Logo Open Access
  • Open Access
  • Logo Sherpa/Romeo
    Check whether the anglo-saxon journal in which you have published an article allows you to also publish it under open access.
  • Logo Dulcinea
    Check whether the spanish journal in which you have published an article allows you to also publish it under open access.
  • Logo de Recolecta
  • Logo del Observatorio I+D+i UPM
  • Logo de OpenCourseWare UPM