{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T07:07:10Z","timestamp":1747120030002,"version":"3.40.3"},"publisher-location":"Cham","reference-count":14,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031456442"},{"type":"electronic","value":"9783031456459"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-3-031-45645-9_11","type":"book-chapter","created":{"date-parts":[[2024,2,13]],"date-time":"2024-02-13T04:30:12Z","timestamp":1707798612000},"page":"121-130","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Decision Support System Based on\u00a0Machine Learning Techniques to\u00a0Diagnosis Heart Disease Using Four-Lead ECG Recordings"],"prefix":"10.1007","author":[{"given":"Mohamed","family":"Hosni","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ibtissam","family":"Medarhri","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Soufiane","family":"Touiti","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amal Mezalek","family":"Tazi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nabil","family":"Ngote","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,2,14]]},"reference":[{"key":"11_CR1","unstructured":"World Health Organization (WHO). https:\/\/www.who.int\/en\/news-room\/fact-sheets\/detail\/cardiovascular-diseases-(cvds)"},{"issue":"4","key":"11_CR2","doi-asserted-by":"publisher","first-page":"2827","DOI":"10.1007\/s10462-020-09914-6","volume":"54","author":"M Hosni","year":"2021","unstructured":"Hosni, M.: Carrillo de Gea JM, Idri A, el Bajta M, Fern\u00e1ndez Alem\u00e1n JL, Garc\u00eda-Mateos G, Abnane I: A systematic mapping study for ensemble classification methods in cardiovascular disease. Artif. Intell. Rev. 54(4), 2827\u20132861 (2021). https:\/\/doi.org\/10.1007\/s10462-020-09914-6","journal-title":"Artif. Intell. Rev."},{"key":"11_CR3","doi-asserted-by":"publisher","unstructured":"Ashley, E.A., Raxwal, V., Froelicher, V.: An evidence-based review of the resting electrocardiogram as a screening technique for heart disease. Prog Cardiovasc Dis 44(1), 55\u201367 (2001). https:\/\/doi.org\/10.1053\/pcad.2001.24683","DOI":"10.1053\/pcad.2001.24683"},{"issue":"18","key":"11_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/s20185074","volume":"20","author":"A Behzadi","year":"2020","unstructured":"Behzadi, A., Shamloo, A.S., Mouratis, K., Hindricks, G., Arya, A., Bollmann, A.: Feasibility and reliability of smartwatch to obtain 3-lead electrocardiogram recordings. Sensors (Switzerland) 20(18), 1\u201311 (2020). https:\/\/doi.org\/10.3390\/s20185074","journal-title":"Sensors (Switzerland)"},{"issue":"1","key":"11_CR5","doi-asserted-by":"publisher","first-page":"84","DOI":"10.4103\/0974-2069.79634","volume":"4","author":"K Rk","year":"2011","unstructured":"Rk, K.: Technology and healthcare costs. Ann. Pediatr. Cardiol. 4(1), 84 (2011). https:\/\/doi.org\/10.4103\/0974-2069.79634","journal-title":"Ann. Pediatr. Cardiol."},{"key":"11_CR6","doi-asserted-by":"crossref","unstructured":"Hosni M, Carrillo-De-Gea JM, Idri A, Fernandez-Aleman JL, Garcia-Berna JA: Using ensemble classification methods in lung cancer disease. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS (2020)","DOI":"10.1109\/EMBC.2019.8857435"},{"key":"11_CR7","doi-asserted-by":"crossref","unstructured":"Faust O, Ng EYK: Computer aided diagnosis for cardiovascular diseases based on ECG signals: A survey. J Mech Med Biol 16 (2016)","DOI":"10.1142\/S0219519416400017"},{"issue":"11","key":"11_CR8","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1109\/MC.2016.339","volume":"49","author":"S Hijazi","year":"2016","unstructured":"Hijazi, S., Page, A., Kantarci, B., Soyata, T.: Machine Learning in Cardiac Health Monitoring and Decision Support. Computer (Long Beach Calif) 49(11), 38\u201348 (2016). https:\/\/doi.org\/10.1109\/MC.2016.339","journal-title":"Computer (Long Beach Calif)"},{"key":"11_CR9","doi-asserted-by":"publisher","unstructured":"Hosni M, Idri A, Abran A: On the value of filter feature selection techniques in homogeneous ensembles effort estimation. Journal of Software: Evolution and Process 33(6). (2021) https:\/\/doi.org\/10.1002\/smr.2343","DOI":"10.1002\/smr.2343"},{"key":"11_CR10","unstructured":"Simon H: Neural networks: a comprehensive foundation, 2nd edn.(1999) MacMillan Publishing"},{"key":"11_CR11","unstructured":"Vapnik V: Principles of risk minimization for learning theory. In: Advances in neural information processing systems. pp 831-838 (1992)"},{"key":"11_CR12","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-1742-3","volume-title":"Logistic Regression","author":"DG Kleinbaum","year":"2010","unstructured":"Kleinbaum, D.G., Klein, M.: Logistic Regression. Springer, New York, New York, NY (2010)"},{"key":"11_CR13","doi-asserted-by":"crossref","unstructured":"Idri A, Hosni M, Abnane I, Carrillo de Gea JM, Fern\u00e1ndez Alem\u00e1n JL: Impact of parameter tuning on machine learning based breast cancer classification. In: Advances in Intelligent Systems and Computing. Springer Verlag, pp 115-125 (2019)","DOI":"10.1007\/978-3-030-16187-3_12"},{"key":"11_CR14","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1016\/j.cmpb.2019.05.019","volume":"177","author":"M Hosni","year":"2019","unstructured":"Hosni, M., Abnane, I., Idri, A., Carrillo, J.M., Gea, D., Luis, J., Alem\u00e1n, F.: Reviewing ensemble classification methods in breast cancer. Comput. Methods Programs Biomed. 177, 89\u2013112 (2019). https:\/\/doi.org\/10.1016\/j.cmpb.2019.05.019","journal-title":"Comput. Methods Programs Biomed."}],"container-title":["Lecture Notes in Networks and Systems","Information Systems and Technologies"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-45645-9_11","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,10]],"date-time":"2025-03-10T03:26:07Z","timestamp":1741577167000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-45645-9_11"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031456442","9783031456459"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-45645-9_11","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"type":"print","value":"2367-3370"},{"type":"electronic","value":"2367-3389"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"14 February 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"WorldCIST","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"World Conference on Information Systems and Technologies","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pisa","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2023","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 April 2023","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 April 2023","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"worldcist2023","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/worldcist.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}