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Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits

The main objective of this work was to use information provided by a sensor-based activity recognition system to create a profile comprising user habits and link this information to the personality traits of users. User habits are represented by the sequence and duration of often observed daily life...

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Autores principales: Lee, Jaeryoung, Bastos, Nicholas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085667/
https://www.ncbi.nlm.nih.gov/pubmed/32138298
http://dx.doi.org/10.3390/s20051383
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author Lee, Jaeryoung
Bastos, Nicholas
author_facet Lee, Jaeryoung
Bastos, Nicholas
author_sort Lee, Jaeryoung
collection PubMed
description The main objective of this work was to use information provided by a sensor-based activity recognition system to create a profile comprising user habits and link this information to the personality traits of users. User habits are represented by the sequence and duration of often observed daily life activities. Based on this information, we represented the user trials (sequence of activities) following a numerical method using Fourier series. The duration and sequence of the activities changed the phase and amplitude of the harmonics present in the Fourier representation. Each trial represented in this manner is called a behavioral spectrum. These data and the scores obtained from personality questionnaires were clustered separately and then an association was created between the clusters. The objective was to associate the activity-related features (sensor-based) and personality traits. The experimental results showed that for both young and elderly subjects, there is an association between the user personality traits and the manner in which they perform their activities. Moreover, the results obtained in this work show a promising method of assessing the personality traits of users based on their activities.
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spelling pubmed-70856672020-04-21 Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits Lee, Jaeryoung Bastos, Nicholas Sensors (Basel) Article The main objective of this work was to use information provided by a sensor-based activity recognition system to create a profile comprising user habits and link this information to the personality traits of users. User habits are represented by the sequence and duration of often observed daily life activities. Based on this information, we represented the user trials (sequence of activities) following a numerical method using Fourier series. The duration and sequence of the activities changed the phase and amplitude of the harmonics present in the Fourier representation. Each trial represented in this manner is called a behavioral spectrum. These data and the scores obtained from personality questionnaires were clustered separately and then an association was created between the clusters. The objective was to associate the activity-related features (sensor-based) and personality traits. The experimental results showed that for both young and elderly subjects, there is an association between the user personality traits and the manner in which they perform their activities. Moreover, the results obtained in this work show a promising method of assessing the personality traits of users based on their activities. MDPI 2020-03-03 /pmc/articles/PMC7085667/ /pubmed/32138298 http://dx.doi.org/10.3390/s20051383 Text en © 2020 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 (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Lee, Jaeryoung
Bastos, Nicholas
Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits
title Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits
title_full Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits
title_fullStr Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits
title_full_unstemmed Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits
title_short Finding Characteristics of Users in Sensory Information: From Activities to Personality Traits
title_sort finding characteristics of users in sensory information: from activities to personality traits
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085667/
https://www.ncbi.nlm.nih.gov/pubmed/32138298
http://dx.doi.org/10.3390/s20051383
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