{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:13:43Z","timestamp":1761596023628,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,12,2]],"date-time":"2019-12-02T00:00:00Z","timestamp":1575244800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,12,2]]},"DOI":"10.1145\/3366030.3366040","type":"proceedings-article","created":{"date-parts":[[2020,2,22]],"date-time":"2020-02-22T12:18:47Z","timestamp":1582373927000},"page":"83-92","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["A Hybrid Machine Learning Approach for Improving Mortality Risk Prediction on Imbalanced Data"],"prefix":"10.1145","author":[{"given":"Araek","family":"Tashkandi","sequence":"first","affiliation":[{"name":"Institute of Computer Science, Georg-August-University Goettingen, Goettingen, Germany"}]},{"given":"Lena","family":"Wiese","sequence":"additional","affiliation":[{"name":"L3S Research Center \/ Knowledge Based Systems Group, Leibniz University Hannover, Hannover, Germany"}]}],"member":"320","published-online":{"date-parts":[[2020,2,22]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.5220\/0005595502260234"},{"key":"e_1_3_2_1_2_1","volume-title":"Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms. Society for Industrial and Applied Mathematics","author":"Arthur David","year":"2007","unstructured":"David Arthur and Sergei Vassilvitskii . 2007 . K-means++: The advantages of careful seeding . In Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms. Society for Industrial and Applied Mathematics , Philadelphia, USA, 1027--1035. David Arthur and Sergei Vassilvitskii. 2007. K-means++: The advantages of careful seeding. In Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms. Society for Industrial and Applied Mathematics, Philadelphia, USA, 1027--1035."},{"volume-title":"Data mining and knowledge discovery handbook","author":"Chawla Nitesh V","key":"e_1_3_2_1_3_1","unstructured":"Nitesh V Chawla . 2009. Data mining for imbalanced datasets: An overview . In Data mining and knowledge discovery handbook . Springer , New York , 875--886. Nitesh V Chawla. 2009. Data mining for imbalanced datasets: An overview. In Data mining and knowledge discovery handbook. Springer, New York, 875--886."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-39804-2_12"},{"key":"e_1_3_2_1_5_1","volume-title":"AMIA Annual Symposium Proceedings","volume":"2016","author":"Che Zhengping","year":"2016","unstructured":"Zhengping Che , Sanjay Purushotham , Robinder Khemani , and Yan Liu . 2016 . Interpretable deep models for ICU outcome prediction . In AMIA Annual Symposium Proceedings , Vol. 2016 . American Medical Informatics Association, Bethesda, Maryland, 371. Zhengping Che, Sanjay Purushotham, Robinder Khemani, and Yan Liu. 2016. Interpretable deep models for ICU outcome prediction. In AMIA Annual Symposium Proceedings, Vol. 2016. American Medical Informatics Association, Bethesda, Maryland, 371."},{"key":"e_1_3_2_1_6_1","volume-title":"A cluster separation measure","author":"Davies David L","year":"1979","unstructured":"David L Davies and Donald W Bouldin . 1979. A cluster separation measure . IEEE transactions on pattern analysis and machine intelligence PAMI- 1, 2 ( 1979 ), 224--227. David L Davies and Donald W Bouldin. 1979. A cluster separation measure. IEEE transactions on pattern analysis and machine intelligence PAMI-1, 2 (1979), 224--227."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.06.056"},{"key":"e_1_3_2_1_8_1","volume-title":"Kdd","volume":"231","author":"Ester Martin","year":"1996","unstructured":"Martin Ester , Hans-Peter Kriegel , J\u00f6rg Sander , Xiaowei Xu , 1996 . A density-based algorithm for discovering clusters in large spatial databases with noise .. In Kdd , Vol. 96(34). AAAI, California, USA, 226-- 231 . Martin Ester, Hans-Peter Kriegel, J\u00f6rg Sander, Xiaowei Xu, et al. 1996. A density-based algorithm for discovering clusters in large spatial databases with noise.. In Kdd, Vol. 96(34). AAAI, California, USA, 226--231."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1013203451"},{"key":"e_1_3_2_1_10_1","volume-title":"Stochastic gradient boosting. Computational statistics & data analysis 38, 4","author":"Friedman Jerome H","year":"2002","unstructured":"Jerome H Friedman . 2002. Stochastic gradient boosting. Computational statistics & data analysis 38, 4 ( 2002 ), 367--378. Jerome H Friedman. 2002. Stochastic gradient boosting. Computational statistics & data analysis 38, 4 (2002), 367--378."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2011.2161285"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2011.2161285"},{"volume-title":"Hands-on machine learning with Scikit-Learn and Tensor-Flow: concepts, tools, and techniques to build intelligent systems","author":"G\u00e9ron Aur\u00e9lien","key":"e_1_3_2_1_13_1","unstructured":"Aur\u00e9lien G\u00e9ron . 2017. Hands-on machine learning with Scikit-Learn and Tensor-Flow: concepts, tools, and techniques to build intelligent systems . O'Reilly Media, Inc. , Sebastopol, California . Aur\u00e9lien G\u00e9ron. 2017. Hands-on machine learning with Scikit-Learn and Tensor-Flow: concepts, tools, and techniques to build intelligent systems. O'Reilly Media, Inc., Sebastopol, California."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.12.035"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2008.239"},{"volume-title":"Imbalanced learning: foundations, algorithms, and applications","author":"Ryan Hoens T","key":"e_1_3_2_1_16_1","unstructured":"T Ryan Hoens and Nitesh V Chawla . 2013. Imbalanced datasets: from sampling to classifiers . In Imbalanced learning: foundations, algorithms, and applications , Haibo He and Yunqian Ma (Eds.). John Wiley & Sons , New Jersey, USA , Chapter 3, 43--59. T Ryan Hoens and Nitesh V Chawla. 2013. Imbalanced datasets: from sampling to classifiers. In Imbalanced learning: foundations, algorithms, and applications, Haibo He and Yunqian Ma (Eds.). John Wiley & Sons, New Jersey, USA, Chapter 3, 43--59."},{"key":"e_1_3_2_1_17_1","volume-title":"A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory. New biotechnology 29, 6","author":"Hood Leroy","year":"2012","unstructured":"Leroy Hood and Mauricio Flores . 2012. A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory. New biotechnology 29, 6 ( 2012 ), 613--624. Leroy Hood and Mauricio Flores. 2012. A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory. New biotechnology 29, 6 (2012), 613--624."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2016.7591229"},{"key":"e_1_3_2_1_19_1","volume-title":"Leo Anthony Celi, and Roger G Mark","author":"Johnson Alistair EW","year":"2016","unstructured":"Alistair EW Johnson , Tom J Pollard , Lu Shen , Li-wei H Lehman , Mengling Feng , Mohammad Ghassemi , Benjamin Moody , Peter Szolovits , Leo Anthony Celi, and Roger G Mark . 2016 . MIMIC-III, a freely accessible critical care database. Scientific data 3 (2016), 9. Alistair EW Johnson, Tom J Pollard, Lu Shen, Li-wei H Lehman, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G Mark. 2016. MIMIC-III, a freely accessible critical care database. Scientific data 3 (2016), 9."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/s13748-014-0045-6"},{"volume-title":"Secondary Analysis of Electronic Health Records","author":"Lee Joon","key":"e_1_3_2_1_21_1","unstructured":"Joon Lee , Joel A Dubin , and David M Maslove . 2016. Mortality Prediction in the ICU . In Secondary Analysis of Electronic Health Records . Springer , Cham, Switzerland , 315--324. Joon Lee, Joel A Dubin, and David M Maslove. 2016. Mortality Prediction in the ICU. In Secondary Analysis of Electronic Health Records. Springer, Cham, Switzerland, 315--324."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0127428"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2017.05.008"},{"volume-title":"4th Intl Conf on Big Data Intelligence and Computing and Cyber Science and Technology Congress (DASC\/PiCom\/DataCom\/CyberSciTech)","author":"Lingchi Chen","key":"e_1_3_2_1_24_1","unstructured":"Chen Lingchi , Deng Xiaoheng , Shen Hailan , Zhu Congxu , and Chang Le. 2018. DYCUSBoost: Adaboost-based imbalanced learning using dynamic clustering and undersampling. In 2018 IEEE 16th Intl Conf on Dependable, Autonomic and Secure Computing, 16th Intl Conf on Pervasive Intelligence and Computing , 4th Intl Conf on Big Data Intelligence and Computing and Cyber Science and Technology Congress (DASC\/PiCom\/DataCom\/CyberSciTech) . IEEE , 208--215. Chen Lingchi, Deng Xiaoheng, Shen Hailan, Zhu Congxu, and Chang Le. 2018. DYCUSBoost: Adaboost-based imbalanced learning using dynamic clustering and undersampling. In 2018 IEEE 16th Intl Conf on Dependable, Autonomic and Secure Computing, 16th Intl Conf on Pervasive Intelligence and Computing, 4th Intl Conf on Big Data Intelligence and Computing and Cyber Science and Technology Congress (DASC\/PiCom\/DataCom\/CyberSciTech). IEEE, 208--215."},{"key":"e_1_3_2_1_25_1","volume-title":"S 01","author":"Middleton B","year":"2016","unstructured":"B Middleton , DF Sittig , and A Wright . 2016. Clinical decision support: a 25 year retrospective and a 25 year vision. Yearbook of medical informatics 25 , S 01 ( 2016 ), S103-S116. B Middleton, DF Sittig, and A Wright. 2016. Clinical decision support: a 25 year retrospective and a 25 year vision. Yearbook of medical informatics 25, S 01 (2016), S103-S116."},{"key":"e_1_3_2_1_26_1","volume-title":"Olivia R Liu Sheng, and Samir Abdelrahman","author":"Morid Mohammad Amin","year":"2017","unstructured":"Mohammad Amin Morid , Olivia R Liu Sheng, and Samir Abdelrahman . 2017 . PPMF : A Patient-based Predictive Modeling Framework for Early ICU Mortality Prediction. CoRR abs\/1704.07499 (2017), 10. Mohammad Amin Morid, Olivia R Liu Sheng, and Samir Abdelrahman. 2017. PPMF: A Patient-based Predictive Modeling Framework for Early ICU Mortality Prediction. CoRR abs\/1704.07499 (2017), 10."},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.03.011"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICIS.2016.7550920"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.bdr.2018.05.001"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.10.029"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0084217"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10619-018-7249-x"}],"event":{"name":"iiWAS2019: The 21st International Conference on Information Integration and Web-based Applications & Services","sponsor":["JKU Johannes Kepler Universit\u00e4t Linz","@WAS International Organization of Information Integration and Web-based Applications and Services"],"location":"Munich Germany","acronym":"iiWAS2019"},"container-title":["Proceedings of the 21st International Conference on Information Integration and Web-based Applications & Services"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3366030.3366040","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3366030.3366040","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T17:49:08Z","timestamp":1750268948000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3366030.3366040"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,12,2]]},"references-count":32,"alternative-id":["10.1145\/3366030.3366040","10.1145\/3366030"],"URL":"https:\/\/doi.org\/10.1145\/3366030.3366040","relation":{},"subject":[],"published":{"date-parts":[[2019,12,2]]},"assertion":[{"value":"2020-02-22","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}