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Behavior Identification Based on Geotagged Photo Data Set
The popularity of mobile devices has produced a set of image data with geographic information, time information, and text description information, which is called geotagged photo data set. The division of this kind of data by its behavior and the location not only can identify the user's import...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3956585/ https://www.ncbi.nlm.nih.gov/pubmed/24723818 http://dx.doi.org/10.1155/2014/616030 |
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author | Liu, Guo-qi Zhang, Yi-jia Fu, Ying-mao Liu, Ying |
author_facet | Liu, Guo-qi Zhang, Yi-jia Fu, Ying-mao Liu, Ying |
author_sort | Liu, Guo-qi |
collection | PubMed |
description | The popularity of mobile devices has produced a set of image data with geographic information, time information, and text description information, which is called geotagged photo data set. The division of this kind of data by its behavior and the location not only can identify the user's important location and daily behavior, but also helps users to sort the huge image data. This paper proposes a method to build an index based on multiple classification result, which can divide the data set multiple times and distribute labels to the data to build index according to the estimated probability of classification results in order to accomplish the identification of users' important location and daily behaviors. This paper collects 1400 discrete sets of data as experimental data to verify the method proposed in this paper. The result of the experiment shows that the index and actual tagging results have a high inosculation. |
format | Online Article Text |
id | pubmed-3956585 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-39565852014-04-10 Behavior Identification Based on Geotagged Photo Data Set Liu, Guo-qi Zhang, Yi-jia Fu, Ying-mao Liu, Ying ScientificWorldJournal Research Article The popularity of mobile devices has produced a set of image data with geographic information, time information, and text description information, which is called geotagged photo data set. The division of this kind of data by its behavior and the location not only can identify the user's important location and daily behavior, but also helps users to sort the huge image data. This paper proposes a method to build an index based on multiple classification result, which can divide the data set multiple times and distribute labels to the data to build index according to the estimated probability of classification results in order to accomplish the identification of users' important location and daily behaviors. This paper collects 1400 discrete sets of data as experimental data to verify the method proposed in this paper. The result of the experiment shows that the index and actual tagging results have a high inosculation. Hindawi Publishing Corporation 2014-02-24 /pmc/articles/PMC3956585/ /pubmed/24723818 http://dx.doi.org/10.1155/2014/616030 Text en Copyright © 2014 Guo-qi Liu et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Liu, Guo-qi Zhang, Yi-jia Fu, Ying-mao Liu, Ying Behavior Identification Based on Geotagged Photo Data Set |
title | Behavior Identification Based on Geotagged Photo Data Set |
title_full | Behavior Identification Based on Geotagged Photo Data Set |
title_fullStr | Behavior Identification Based on Geotagged Photo Data Set |
title_full_unstemmed | Behavior Identification Based on Geotagged Photo Data Set |
title_short | Behavior Identification Based on Geotagged Photo Data Set |
title_sort | behavior identification based on geotagged photo data set |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3956585/ https://www.ncbi.nlm.nih.gov/pubmed/24723818 http://dx.doi.org/10.1155/2014/616030 |
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