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An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System
A complete contextual marketing platform including an indoor positioning system (IPS) for smartphones is proposed and evaluated to later be deployed in large infrastructures, such as malls. To this end, we design and implement a novel methodology based on location-as-a-service (LAAS), comprising all...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8155996/ https://www.ncbi.nlm.nih.gov/pubmed/34067813 http://dx.doi.org/10.3390/s21103495 |
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author | López-Pastor, José-Antonio Ruiz-Ruiz, Antonio-Jesús García-Sánchez, Antonio-Javier Gómez-Tornero, José-Luis |
author_facet | López-Pastor, José-Antonio Ruiz-Ruiz, Antonio-Jesús García-Sánchez, Antonio-Javier Gómez-Tornero, José-Luis |
author_sort | López-Pastor, José-Antonio |
collection | PubMed |
description | A complete contextual marketing platform including an indoor positioning system (IPS) for smartphones is proposed and evaluated to later be deployed in large infrastructures, such as malls. To this end, we design and implement a novel methodology based on location-as-a-service (LAAS), comprising all the required phases of IPS generation: mall digital map creation, the tools/procedures for offline calibration fingerprint acquisition, the location algorithm, the smartphone app acquiring the fingerprint data, and a validation procedure. To select an appropriate fingerprint location algorithm, a comparison among K-nearest neighbors (KNN), support vector machine (SVM), and Freeloc is accomplished by employing a set of different smartphones in two malls and assessing different occupancy levels. We demonstrate that our solution can be quickly deployed at shop level accuracy in any new location, resulting in a robust and scalable proposal. |
format | Online Article Text |
id | pubmed-8155996 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81559962021-05-28 An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System López-Pastor, José-Antonio Ruiz-Ruiz, Antonio-Jesús García-Sánchez, Antonio-Javier Gómez-Tornero, José-Luis Sensors (Basel) Article A complete contextual marketing platform including an indoor positioning system (IPS) for smartphones is proposed and evaluated to later be deployed in large infrastructures, such as malls. To this end, we design and implement a novel methodology based on location-as-a-service (LAAS), comprising all the required phases of IPS generation: mall digital map creation, the tools/procedures for offline calibration fingerprint acquisition, the location algorithm, the smartphone app acquiring the fingerprint data, and a validation procedure. To select an appropriate fingerprint location algorithm, a comparison among K-nearest neighbors (KNN), support vector machine (SVM), and Freeloc is accomplished by employing a set of different smartphones in two malls and assessing different occupancy levels. We demonstrate that our solution can be quickly deployed at shop level accuracy in any new location, resulting in a robust and scalable proposal. MDPI 2021-05-17 /pmc/articles/PMC8155996/ /pubmed/34067813 http://dx.doi.org/10.3390/s21103495 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article López-Pastor, José-Antonio Ruiz-Ruiz, Antonio-Jesús García-Sánchez, Antonio-Javier Gómez-Tornero, José-Luis An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System |
title | An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System |
title_full | An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System |
title_fullStr | An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System |
title_full_unstemmed | An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System |
title_short | An Automatized Contextual Marketing System Based on a Wi-Fi Indoor Positioning System |
title_sort | automatized contextual marketing system based on a wi-fi indoor positioning system |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8155996/ https://www.ncbi.nlm.nih.gov/pubmed/34067813 http://dx.doi.org/10.3390/s21103495 |
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