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Journal of Intelligent Computing
 

A Disease Identification System using Electronic Medical Records
Youssef Elmir, Meriem Bendida
University Tahri Mohammed of Bechar Algeria
Abstract: In the medical field, medical analyses are important to properly diagnose the patient’s case by the doctor, especially if there is a history of several analyses of the same patient which are stored in the patient’s electronic medical record; this can help the doctor to make the right decision. However, the doctor always needs other techniques and methods in order to make the right decision. In this work, a disease identification system is performed from electronic medical records using the k-nearest neighbours classification algorithm, which classifies different types of diseases (six diseases were studied) according to the values of the medical analysis. The experiment results show that the identification rate (classification) is 43.18% using very small sample as reference data, and this obtained result is acceptable and present the proof of the feasibility of the proposed system.
Keywords: Electronic Medical Record, Diagnostic, Multi-class Classification, Machine Learning, K Nearest Neighbours A Disease Identification System using Electronic Medical Records
DOI:https://doi.org/10.6025/jic/2021/12/1/8-24
Full_Text   PDF 2.15 MB   Download:   18  times
References:

[1] Jollien, Nathalie. (2016, September) Le temps. [Online]. https://www.letemps.ch/sciences/un-outil-diagnostic-medicalnomme-watson
[2] BELAIDI, Asma., BASSAID, Imane. (2015). Classification de l’hypothyroidie par approche, mono classifieur et multi classifieurs, Tlemcen.
[3] BAKHOUCHE, Houda., BENGLIA, Rachida. (2013). Système d’aide au Diagnostique des Maladies dans, Ouargle.
[4] jean philippe louis. (2018, août) Les echos. [Online]. https://www.lesechos.fr/tech-medias/intelligence-artificielle/maladies-de-loeil-lintelligence-artificielle-meilleure-que-les-medecins-136694
[5] BELHOUARI, Imane., BENABDELKRIM, Fatima. (2017). Un système d’aide à la décision médicale pour la détection précoce du glaucome, Tlemcen.
[6] Kocbek, Simon. (2016). Text mining electronic hospital records to automatically classify admissions against disease: measuring the impact of linking data sources., Journal of Biomedical Informatics, no. 64, p 158-167.
[7] REZZIK, Fatima., HABECHE, Amel. (2016). La tenue du dossier médical du patient: un impératif de la qualité des soins., Tizi-Ouzou, 2016.
[8] OTMANI, NADA. (2016, juillet) Doctinews. [Online]. https://www.doctinews.com/index.php/doctinews/institutionnel/item/5004-dossier-medical-informatise
[9] LABIAD Ali, Sélection des mots clés basés sur la classification l’extraction des regles d’association, Québec, 2017.
[10] MIFDAL Rachid. (2019). Application des techniques d’apprentissage automatique pour la prédiction de la tendance destitres financiers, Québec, 2019.
[11] Saravanan Thirumuruganathan. (2010, mai) A Detailed Introduction to K-Nearest Neighbor (KNN) Algorithm. [Online]. https://saravananthirumuruganathan.wordpress.com/about/
[12] CHOUAIB Hassan, Sélection de caractéristiques: méthodes et applications, Paris, 2011.
[13] Belacel Nabil, Méthodologie et Applications à l’Aide au Diagnostic Médical, Bruxelles, 1999-2000.
[14] Moncoachdata. Moncoachdata. [Online]. https://moncoachdata.com/blog/algorithme-k-plus-proches-voisins/
[15] Marina Chatterjee. (2020, février) Mygreatlearning. [Online]. https://www.mygreatlearning.com/blog/knn-algorithm-introduction/
[16] ikram Tourqui and fatma Zohra Gueniaa. (2016). Comparaison de méthodes de classification appliquées à la détection d’objets, EL-OUED, 2016.
[17] Eve Mathieu-Dupas, Algorithme des k plus proches voisins pondérés et application en diagnostic, in 42èmes Journées de Statistique, Marseille, France, 2010.
[18] HOUAM Lotfi. (2013). • Contribution à l’analyse de textures de radiographies osseuses pour le diagnostic précoce de l’ostéoporose, Guelma, 2013.
[19] Borland/Inprise, InterBase 6, Operations Guide. Scotts Valley, CA, 1999.
[20] Margaret Rouse. (2020). TechTarget. [Online]. https://whatis.techtarget.com/fr/definition/Backup-sauvegarde
[21] Chloé-Agathe Azencott, introduction au machine learning. Malakoff: Dunod, 2018.


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