A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering

Hossein Mohammadhassanzadeh; William Van Woensel; Samina Raza Abidi; Syed Sibte Raza Abidi

doi:10.1109/BHI.2016.7455950

A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering

Hossein Mohammadhassanzadeh, William Van Woensel, Samina Raza Abidi, Syed Sibte Raza Abidi

Medicine

Résultat de recherche: Conference contribution

4 Citations (Scopus)

Résumé

In this paper, we present a semantic web based knowledge engineering approach to extend the coverage of medical knowledge-based systems in order to solve complex medical queries that demand the integration of deterministic and plausible knowledge. We leverage plausible reasoning mechanisms, which exploit associations between the underlying domain-specific data, as well as tentative domain knowledge, to extend the coverage of a medical knowledge base. We demonstrate that Semantic Web technologies, due to their efficient solutions for federated data management and built-in DL-based inferencing methods, offer useful opportunities to support plausible reasoning for medical decision support tasks. We evaluated our multi-strategy medical reasoning approach using real-world medical data. Our results illustrate that plausible reasoning improved the knowledge coverage of the original medical knowledge base by 10-12%, and in turn helped to solve complex disease diagnostic queries.

Langue d'origine	English
Titre de la publication principale	3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016
Maison d'édition	Institute of Electrical and Electronics Engineers Inc.
Pages	525-528
Nombre de pages	4
ISBN (électronique)	9781509024551
DOI	https://doi.org/10.1109/BHI.2016.7455950
Statut de publication	Published - avr. 18 2016
Événement	3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016 - Las Vegas, United States Durée: févr. 24 2016 → févr. 27 2016

Séries de publication

Prénom	3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016

Conference

Conference	3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016
Pays/Territoire	United States
Ville	Las Vegas
Période	2/24/16 → 2/27/16

Note bibliographique

Publisher Copyright:
© 2016 IEEE.

ASJC Scopus Subject Areas

Health Informatics
Health Information Management

Accès au document

10.1109/BHI.2016.7455950

Autres fichiers et liens

Citer

Mohammadhassanzadeh, H., Van Woensel, W., Abidi, S. R., & Abidi, S. S. R. (2016). A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering. Dans 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016 (pp. 525-528). Article 7455950 (3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BHI.2016.7455950

A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering. / Mohammadhassanzadeh, Hossein; Van Woensel, William; Abidi, Samina Raza et al.
3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016. Institute of Electrical and Electronics Engineers Inc., 2016. p. 525-528 7455950 (3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016).

Résultat de recherche: Conference contribution

Mohammadhassanzadeh, H, Van Woensel, W, Abidi, SR & Abidi, SSR 2016, A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering. dans 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016., 7455950, 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016, Institute of Electrical and Electronics Engineers Inc., pp. 525-528, 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016, Las Vegas, United States, 2/24/16. https://doi.org/10.1109/BHI.2016.7455950

Mohammadhassanzadeh H, Van Woensel W, Abidi SR, Abidi SSR. A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering. Dans 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016. Institute of Electrical and Electronics Engineers Inc. 2016. p. 525-528. 7455950. (3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016). doi: 10.1109/BHI.2016.7455950

Mohammadhassanzadeh, Hossein ; Van Woensel, William ; Abidi, Samina Raza et al. / A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering. 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016. Institute of Electrical and Electronics Engineers Inc., 2016. pp. 525-528 (3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016).

@inproceedings{8439e9ce01634dbf8f70e882ff50bf00,

title = "A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering",

abstract = "In this paper, we present a semantic web based knowledge engineering approach to extend the coverage of medical knowledge-based systems in order to solve complex medical queries that demand the integration of deterministic and plausible knowledge. We leverage plausible reasoning mechanisms, which exploit associations between the underlying domain-specific data, as well as tentative domain knowledge, to extend the coverage of a medical knowledge base. We demonstrate that Semantic Web technologies, due to their efficient solutions for federated data management and built-in DL-based inferencing methods, offer useful opportunities to support plausible reasoning for medical decision support tasks. We evaluated our multi-strategy medical reasoning approach using real-world medical data. Our results illustrate that plausible reasoning improved the knowledge coverage of the original medical knowledge base by 10-12%, and in turn helped to solve complex disease diagnostic queries.",

author = "Hossein Mohammadhassanzadeh and {Van Woensel}, William and Abidi, {Samina Raza} and Abidi, {Syed Sibte Raza}",

note = "Publisher Copyright: {\textcopyright} 2016 IEEE.; 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016 ; Conference date: 24-02-2016 Through 27-02-2016",

year = "2016",

month = apr,

day = "18",

doi = "10.1109/BHI.2016.7455950",

language = "English",

series = "3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "525--528",

booktitle = "3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016",

address = "United States",

}

TY - GEN

T1 - A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering

AU - Mohammadhassanzadeh, Hossein

AU - Van Woensel, William

AU - Abidi, Samina Raza

AU - Abidi, Syed Sibte Raza

PY - 2016/4/18

Y1 - 2016/4/18

N2 - In this paper, we present a semantic web based knowledge engineering approach to extend the coverage of medical knowledge-based systems in order to solve complex medical queries that demand the integration of deterministic and plausible knowledge. We leverage plausible reasoning mechanisms, which exploit associations between the underlying domain-specific data, as well as tentative domain knowledge, to extend the coverage of a medical knowledge base. We demonstrate that Semantic Web technologies, due to their efficient solutions for federated data management and built-in DL-based inferencing methods, offer useful opportunities to support plausible reasoning for medical decision support tasks. We evaluated our multi-strategy medical reasoning approach using real-world medical data. Our results illustrate that plausible reasoning improved the knowledge coverage of the original medical knowledge base by 10-12%, and in turn helped to solve complex disease diagnostic queries.

AB - In this paper, we present a semantic web based knowledge engineering approach to extend the coverage of medical knowledge-based systems in order to solve complex medical queries that demand the integration of deterministic and plausible knowledge. We leverage plausible reasoning mechanisms, which exploit associations between the underlying domain-specific data, as well as tentative domain knowledge, to extend the coverage of a medical knowledge base. We demonstrate that Semantic Web technologies, due to their efficient solutions for federated data management and built-in DL-based inferencing methods, offer useful opportunities to support plausible reasoning for medical decision support tasks. We evaluated our multi-strategy medical reasoning approach using real-world medical data. Our results illustrate that plausible reasoning improved the knowledge coverage of the original medical knowledge base by 10-12%, and in turn helped to solve complex disease diagnostic queries.

UR - http://www.scopus.com/inward/record.url?scp=84968649125&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84968649125&partnerID=8YFLogxK

U2 - 10.1109/BHI.2016.7455950

DO - 10.1109/BHI.2016.7455950

M3 - Conference contribution

AN - SCOPUS:84968649125

T3 - 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016

SP - 525

EP - 528

BT - 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 3rd IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2016

Y2 - 24 February 2016 through 27 February 2016

ER -

A semantic web-based approach to plausible reasoning for improving clinical knowledge engineering

Résumé

Séries de publication

Conference

Note bibliographique

ASJC Scopus Subject Areas

Accès au document

Autres fichiers et liens

Empreinte numérique

Citer