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Mining Personal Data Using Smartphones and Wearable Devices: A Survey
The staggering growth in smartphone and wearable device use has led to a massive scale generation of personal (user-specific) data. To explore, analyze, and extract useful information and knowledge from the deluge of personal data, one has to leverage these devices as the data-mining platforms in ub...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4367420/ https://www.ncbi.nlm.nih.gov/pubmed/25688592 http://dx.doi.org/10.3390/s150204430 |
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author | Rehman, Muhammad Habib ur Liew, Chee Sun Wah, Teh Ying Shuja, Junaid Daghighi, Babak |
author_facet | Rehman, Muhammad Habib ur Liew, Chee Sun Wah, Teh Ying Shuja, Junaid Daghighi, Babak |
author_sort | Rehman, Muhammad Habib ur |
collection | PubMed |
description | The staggering growth in smartphone and wearable device use has led to a massive scale generation of personal (user-specific) data. To explore, analyze, and extract useful information and knowledge from the deluge of personal data, one has to leverage these devices as the data-mining platforms in ubiquitous, pervasive, and big data environments. This study presents the personal ecosystem where all computational resources, communication facilities, storage and knowledge management systems are available in user proximity. An extensive review on recent literature has been conducted and a detailed taxonomy is presented. The performance evaluation metrics and their empirical evidences are sorted out in this paper. Finally, we have highlighted some future research directions and potentially emerging application areas for personal data mining using smartphones and wearable devices. |
format | Online Article Text |
id | pubmed-4367420 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-43674202015-04-30 Mining Personal Data Using Smartphones and Wearable Devices: A Survey Rehman, Muhammad Habib ur Liew, Chee Sun Wah, Teh Ying Shuja, Junaid Daghighi, Babak Sensors (Basel) Article The staggering growth in smartphone and wearable device use has led to a massive scale generation of personal (user-specific) data. To explore, analyze, and extract useful information and knowledge from the deluge of personal data, one has to leverage these devices as the data-mining platforms in ubiquitous, pervasive, and big data environments. This study presents the personal ecosystem where all computational resources, communication facilities, storage and knowledge management systems are available in user proximity. An extensive review on recent literature has been conducted and a detailed taxonomy is presented. The performance evaluation metrics and their empirical evidences are sorted out in this paper. Finally, we have highlighted some future research directions and potentially emerging application areas for personal data mining using smartphones and wearable devices. MDPI 2015-02-13 /pmc/articles/PMC4367420/ /pubmed/25688592 http://dx.doi.org/10.3390/s150204430 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Rehman, Muhammad Habib ur Liew, Chee Sun Wah, Teh Ying Shuja, Junaid Daghighi, Babak Mining Personal Data Using Smartphones and Wearable Devices: A Survey |
title | Mining Personal Data Using Smartphones and Wearable Devices: A Survey |
title_full | Mining Personal Data Using Smartphones and Wearable Devices: A Survey |
title_fullStr | Mining Personal Data Using Smartphones and Wearable Devices: A Survey |
title_full_unstemmed | Mining Personal Data Using Smartphones and Wearable Devices: A Survey |
title_short | Mining Personal Data Using Smartphones and Wearable Devices: A Survey |
title_sort | mining personal data using smartphones and wearable devices: a survey |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4367420/ https://www.ncbi.nlm.nih.gov/pubmed/25688592 http://dx.doi.org/10.3390/s150204430 |
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