Fuzzy Intelligent System for Patients with Preeclampsia in Wearable Devices

المؤلفون المشاركون

Espinilla, Macarena
Medina, Javier
García-Fernández, Ángel-Luis
Campaña, Sixto
Londoño, Jorge

المصدر

Mobile Information Systems

العدد

المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-10، 10ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2017-10-12

دولة النشر

مصر

عدد الصفحات

10

التخصصات الرئيسية

هندسة الاتصالات

الملخص EN

Preeclampsia affects from 5% to 14% of all pregnant women and is responsible for about 14% of maternal deaths per year in the world.

This paper is focused on the use of a decision analysis tool for the early detection of preeclampsia in women at risk.

This tool applies a fuzzy linguistic approach implemented in a wearable device.

In order to develop this tool, a real dataset containing data of pregnant women with high risk of preeclampsia from a health center has been analyzed, and a fuzzy linguistic methodology with two main phases is used.

Firstly, linguistic transformation is applied to the dataset to increase the interpretability and flexibility in the analysis of preeclampsia.

Secondly, knowledge extraction is done by means of inferring rules using decision trees to classify the dataset.

The obtained linguistic rules provide understandable monitoring of preeclampsia based on wearable applications and devices.

Furthermore, this paper not only introduces the proposed methodology, but also presents a wearable application prototype which applies the rules inferred from the fuzzy decision tree to detect preeclampsia in women at risk.

The proposed methodology and the developed wearable application can be easily adapted to other contexts such as diabetes or hypertension.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Espinilla, Macarena& Medina, Javier& García-Fernández, Ángel-Luis& Campaña, Sixto& Londoño, Jorge. 2017. Fuzzy Intelligent System for Patients with Preeclampsia in Wearable Devices. Mobile Information Systems،Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1189190

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Espinilla, Macarena…[et al.]. Fuzzy Intelligent System for Patients with Preeclampsia in Wearable Devices. Mobile Information Systems No. 2017 (2017), pp.1-10.
https://search.emarefa.net/detail/BIM-1189190

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Espinilla, Macarena& Medina, Javier& García-Fernández, Ángel-Luis& Campaña, Sixto& Londoño, Jorge. Fuzzy Intelligent System for Patients with Preeclampsia in Wearable Devices. Mobile Information Systems. 2017. Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1189190

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1189190