A Data Quality Model for AAL Systems

Lenin Erazo-Garzon; Jean Erraez; Lourdes Illescas-Peña; Priscila Cedillo

doi:10.1007/978-3-030-35740-5_10

A Data Quality Model for AAL Systems

Lenin Erazo-Garzon
, Jean Erraez
, Lourdes Illescas-Peña
, Priscila Cedillo

Universidad del Azuay

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

4 Scopus citations

Abstract

Ambient Assisted Living (AAL) aims to improve the quality of life of people, supporting them in their daily activities by the use of information technologies. The AAL systems are preferably focused on vulnerable groups (e.g., elderly people, people with special needs, children, patients with chronic diseases) to increase their independence in their natural living environment. These systems work in real time and their correct operation depends on the inferred knowledge of the data collected from sensors or other sources, thus the assurance of the quality of data is a priority aspect, especially in those systems that can put in risk the life of people. Currently, the research in this line is limited, there are not data quality models with a complete set of attributes and metrics adjusted to the AAL domain. This work proposes a data quality model for AAL systems conformed by the following characteristics: accuracy, completeness, currentness, confidentiality, accessibility, understandability and compliance; and their corresponding metrics. Finally, the application of the model to an intelligent pillbox, showed that it is a complete and valuable tool to evaluate the degree to which the quality of data is reached and preserved by an AAL system.

Original language	English
Title of host publication	Information and Communication Technologies of Ecuador, TIC.EC 2019
Editors	Efraín Fonseca C, Germania Rodríguez Morales, Marcos Orellana Cordero, Miguel Botto-Tobar, Esteban Crespo Martínez, Andrés Patiño León
Publisher	Springer
Pages	137-152
Number of pages	16
ISBN (Print)	9783030357399
DOIs	https://doi.org/10.1007/978-3-030-35740-5_10
State	Published - 2020
Event	6th Conference on Information and Communication Technologies, TIC.EC 2019 - Cuenca, Ecuador Duration: 27 Nov 2019 → 29 Nov 2019

Publication series

Name	Advances in Intelligent Systems and Computing
Volume	1099
ISSN (Print)	2194-5357
ISSN (Electronic)	2194-5365

Conference

Conference	6th Conference on Information and Communication Technologies, TIC.EC 2019
Country/Territory	Ecuador
City	Cuenca
Period	27/11/19 → 29/11/19

Keywords

AAL
Ambient Assisted Living
Data
Evaluation
Measurement
Metric
Quality model

Access to Document

10.1007/978-3-030-35740-5_10

Cite this

Erazo-Garzon, L., Erraez, J., Illescas-Peña, L., & Cedillo, P. (2020). A Data Quality Model for AAL Systems. In E. Fonseca C, G. Rodríguez Morales, M. Orellana Cordero, M. Botto-Tobar, E. Crespo Martínez, & A. Patiño León (Eds.), Information and Communication Technologies of Ecuador, TIC.EC 2019 (pp. 137-152). (Advances in Intelligent Systems and Computing; Vol. 1099). Springer. https://doi.org/10.1007/978-3-030-35740-5_10

Erazo-Garzon, Lenin ; Erraez, Jean ; Illescas-Peña, Lourdes et al. / A Data Quality Model for AAL Systems. Information and Communication Technologies of Ecuador, TIC.EC 2019. editor / Efraín Fonseca C ; Germania Rodríguez Morales ; Marcos Orellana Cordero ; Miguel Botto-Tobar ; Esteban Crespo Martínez ; Andrés Patiño León. Springer, 2020. pp. 137-152 (Advances in Intelligent Systems and Computing).

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title = "A Data Quality Model for AAL Systems",

abstract = "Ambient Assisted Living (AAL) aims to improve the quality of life of people, supporting them in their daily activities by the use of information technologies. The AAL systems are preferably focused on vulnerable groups (e.g., elderly people, people with special needs, children, patients with chronic diseases) to increase their independence in their natural living environment. These systems work in real time and their correct operation depends on the inferred knowledge of the data collected from sensors or other sources, thus the assurance of the quality of data is a priority aspect, especially in those systems that can put in risk the life of people. Currently, the research in this line is limited, there are not data quality models with a complete set of attributes and metrics adjusted to the AAL domain. This work proposes a data quality model for AAL systems conformed by the following characteristics: accuracy, completeness, currentness, confidentiality, accessibility, understandability and compliance; and their corresponding metrics. Finally, the application of the model to an intelligent pillbox, showed that it is a complete and valuable tool to evaluate the degree to which the quality of data is reached and preserved by an AAL system.",

keywords = "AAL, Ambient Assisted Living, Data, Evaluation, Measurement, Metric, Quality model",

author = "Lenin Erazo-Garzon and Jean Erraez and Lourdes Illescas-Pe{\~n}a and Priscila Cedillo",

note = "Publisher Copyright: {\textcopyright} 2020, Springer Nature Switzerland AG.; 6th Conference on Information and Communication Technologies, TIC.EC 2019 ; Conference date: 27-11-2019 Through 29-11-2019",

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editor = "\{Fonseca C\}, Efra{\'i}n and \{Rodr{\'i}guez Morales\}, Germania and \{Orellana Cordero\}, Marcos and Miguel Botto-Tobar and \{Crespo Mart{\'i}nez\}, Esteban and \{Pati{\~n}o Le{\'o}n\}, Andr{\'e}s",

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Erazo-Garzon, L, Erraez, J, Illescas-Peña, L & Cedillo, P 2020, A Data Quality Model for AAL Systems. in E Fonseca C, G Rodríguez Morales, M Orellana Cordero, M Botto-Tobar, E Crespo Martínez & A Patiño León (eds), Information and Communication Technologies of Ecuador, TIC.EC 2019. Advances in Intelligent Systems and Computing, vol. 1099, Springer, pp. 137-152, 6th Conference on Information and Communication Technologies, TIC.EC 2019, Cuenca, Ecuador, 27/11/19. https://doi.org/10.1007/978-3-030-35740-5_10

A Data Quality Model for AAL Systems. / Erazo-Garzon, Lenin; Erraez, Jean; Illescas-Peña, Lourdes et al.
Information and Communication Technologies of Ecuador, TIC.EC 2019. ed. / Efraín Fonseca C; Germania Rodríguez Morales; Marcos Orellana Cordero; Miguel Botto-Tobar; Esteban Crespo Martínez; Andrés Patiño León. Springer, 2020. p. 137-152 (Advances in Intelligent Systems and Computing; Vol. 1099).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - A Data Quality Model for AAL Systems

AU - Erazo-Garzon, Lenin

AU - Erraez, Jean

AU - Illescas-Peña, Lourdes

AU - Cedillo, Priscila

PY - 2020

Y1 - 2020

N2 - Ambient Assisted Living (AAL) aims to improve the quality of life of people, supporting them in their daily activities by the use of information technologies. The AAL systems are preferably focused on vulnerable groups (e.g., elderly people, people with special needs, children, patients with chronic diseases) to increase their independence in their natural living environment. These systems work in real time and their correct operation depends on the inferred knowledge of the data collected from sensors or other sources, thus the assurance of the quality of data is a priority aspect, especially in those systems that can put in risk the life of people. Currently, the research in this line is limited, there are not data quality models with a complete set of attributes and metrics adjusted to the AAL domain. This work proposes a data quality model for AAL systems conformed by the following characteristics: accuracy, completeness, currentness, confidentiality, accessibility, understandability and compliance; and their corresponding metrics. Finally, the application of the model to an intelligent pillbox, showed that it is a complete and valuable tool to evaluate the degree to which the quality of data is reached and preserved by an AAL system.

AB - Ambient Assisted Living (AAL) aims to improve the quality of life of people, supporting them in their daily activities by the use of information technologies. The AAL systems are preferably focused on vulnerable groups (e.g., elderly people, people with special needs, children, patients with chronic diseases) to increase their independence in their natural living environment. These systems work in real time and their correct operation depends on the inferred knowledge of the data collected from sensors or other sources, thus the assurance of the quality of data is a priority aspect, especially in those systems that can put in risk the life of people. Currently, the research in this line is limited, there are not data quality models with a complete set of attributes and metrics adjusted to the AAL domain. This work proposes a data quality model for AAL systems conformed by the following characteristics: accuracy, completeness, currentness, confidentiality, accessibility, understandability and compliance; and their corresponding metrics. Finally, the application of the model to an intelligent pillbox, showed that it is a complete and valuable tool to evaluate the degree to which the quality of data is reached and preserved by an AAL system.

KW - AAL

KW - Ambient Assisted Living

KW - Data

KW - Evaluation

KW - Measurement

KW - Metric

KW - Quality model

UR - https://www.scopus.com/pages/publications/85076541933

U2 - 10.1007/978-3-030-35740-5_10

DO - 10.1007/978-3-030-35740-5_10

M3 - Contribución a la conferencia

AN - SCOPUS:85076541933

SN - 9783030357399

T3 - Advances in Intelligent Systems and Computing

SP - 137

EP - 152

BT - Information and Communication Technologies of Ecuador, TIC.EC 2019

A2 - Fonseca C, Efraín

A2 - Rodríguez Morales, Germania

A2 - Orellana Cordero, Marcos

A2 - Botto-Tobar, Miguel

A2 - Crespo Martínez, Esteban

A2 - Patiño León, Andrés

PB - Springer

T2 - 6th Conference on Information and Communication Technologies, TIC.EC 2019

Y2 - 27 November 2019 through 29 November 2019

ER -

Erazo-Garzon L, Erraez J, Illescas-Peña L , Cedillo P. A Data Quality Model for AAL Systems. In Fonseca C E, Rodríguez Morales G, Orellana Cordero M, Botto-Tobar M, Crespo Martínez E, Patiño León A, editors, Information and Communication Technologies of Ecuador, TIC.EC 2019. Springer. 2020. p. 137-152. (Advances in Intelligent Systems and Computing). doi: 10.1007/978-3-030-35740-5_10

A Data Quality Model for AAL Systems

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Fingerprint

FOG Computing applied to monitoring devices used in assisted life environments (Environment Living); Study case: platform for the elderly.

Cite this

A Data Quality Model for AAL Systems

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Fingerprint

Projects

FOG Computing applied to monitoring devices used in assisted life environments (Environment Living); Study case: platform for the elderly.

Cite this