An automatic rules extraction approach to support OSA events detection in a mHealth system (Articolo in rivista)

Type

• Prodotto della ricerca (Classe)
• Articolo in rivista (Classe)

Label

• An automatic rules extraction approach to support OSA events detection in a mHealth system (Articolo in rivista) (literal)

Anno

• 2014-01-01T00:00:00+01:00 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#doi

• 10.1109/JBHI.2014.2311325 (literal)

Alternative label

• Giovanna Sannino, Ivanoe De Falco, Giuseppe De Pietro (2014)
  An automatic rules extraction approach to support OSA events detection in a mHealth system
  in IEEE Journal of Biomedical and Health Informatics; IEEE, New York (Stati Uniti d'America)
  (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori

• Giovanna Sannino, Ivanoe De Falco, Giuseppe De Pietro (literal)

Pagina inizio

• 1518 (literal)

Pagina fine

• 1524 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroVolume

• 18 (literal)

Rivista

• IEEE Journal of Biomedical and Health Informatics (Rivista)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#pagineTotali

• 7 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroFascicolo

• 5 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni

• CNR - ICAR (literal)

Titolo

• An automatic rules extraction approach to support OSA events detection in a mHealth system (literal)

Abstract

• Detection and real-time monitoring of Obstructive Sleep Apnea (OSA) episodes are very important tasks in healthcare. To suitably face them, this paper proposes an easy-touse, cheap mobile-based approach relying on three steps. Firstly, single-channel ECG data from a patient are collected by a wearable sensor and are recorded on a mobile device. Secondly, the automatic extraction of knowledge about that patient takes place offline, and a set of IF...THEN rules containing Heart Rate Variability (HRV) parameters is achieved. Thirdly, these rules are used in our real-time mobile monitoring system: the same wearable sensor collects the single-channel ECG data and sends them to the same mobile device, which now processes those data online to compute HRV-related parameter values. If these values activate one of the rules found for that patient, an alarm is immediately produced. This approach has been tested on a literature database with thirty-five OSA patients. A comparison against five well-known classifiers has been carried out. (literal)

Editore

• IEEE (Editore)

Prodotto di

• Institute for high performance computing and networking (ICAR) (Istituto)

Autore CNR

• IVANOE DE FALCO (Unità di personale interno)
• GIOVANNA SANNINO (Persona)
• GIUSEPPE DE PIETRO (Unità di personale interno)

Incoming links:

Prodotto

• Institute for high performance computing and networking (ICAR) (Istituto)

Autore CNR di

• GIUSEPPE DE PIETRO (Unità di personale interno)
• IVANOE DE FALCO (Unità di personale interno)
• GIOVANNA SANNINO (Persona)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#rivistaDi

• IEEE Journal of Biomedical and Health Informatics (Rivista)

Editore di

• IEEE (Editore)