**Acknowledgements**

Licenses for RapidMiner/Radoop are provided by RapidMiner (Cambridge, MA, and USA).

Support for data extraction was kindly provided by Wessel Luijben from Anchormen (Amsterdam, The Netherlands). RapidMiner (RapidMinerAcademia) provided a free use of the commercial version of its platform to researchers and other academics at educational institutions.

[8] Van Poucke S, Zhang Z, Schmitz M, Vukicevic M, Vander Laenen M, Celi LA, De Deyne C. Scalable predictive analysis in critically ill patients using a visual open data analysis

Early Prediction of Patient Mortality Based on Routine Laboratory Tests and Predictive Models…

http://dx.doi.org/10.5772/intechopen.76988

105

[9] Ritthoff O, Klinkenberg R, Fisher S, Mierswa I, Felske S. YALE: Yet Another Learning Environment. LLWA'01 – Tagungsband der GI-Workshop-Woche Lernen–Lehren–Wissen Adaptivitat. Dortmund, Germany: University of Dortmund. Technical Report 763. 2001.

[10] Zhang Z. Data management by using R: Big data clinical research series. Annals of Translational Medicine. 2015;**3**(20):303. DOI: 10.3978/j.issn.2305-5839.2015.11.26

[11] Zhang Z. Missing values in big data research: Some basic skills. Annals of Translational

[12] Goldberger AL, Amaral LAN, Glass L, et al. PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation.

[13] Saeed M, Villarroel M, Reisner AT, et al. Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC-II): A public-access intensive care unit database. Critical Care

[14] McGregor C, Catley C, James A. A process mining driven framework for clinical guide-

[15] Chao C-M, Yu Y-W, Cheng B-W, et al. Construction the model on the breast cancer survival analysis use support vector machine, logistic regression and decision tree. Journal

[16] Ting H, Mai Y-T, Hsu H-C, et al. Decision tree based diagnostic system for moderate to

[18] Hastie T, Tibshirani R, Friedman J, Franklin J. The elements of statistical learning: Data

[19] Druss BG, Marcus SC, Rosenheck RA, Olfson M, Tanielian T, Pincus HA. Understanding disability in mental and general medical conditions. The American Journal of Psychiatry.

[20] Post RM, Altshuler L, Leverich GS, Frye MA, Suppes T, McElroy SL, et al. Relationship of clinical course of illness variables to medical comorbidities in 900 adult outpatients

[21] Kuncheva LI, Whitaker CJ. Measures of diversity in classifier ensembles. Machine

Medicine. 2015;**3**(21):323. DOI: 10.3978/j.issn.2305-5839.2015.12.11

Medicine. 2011;**39**(5):952-960. DOI: 10.1097/CCM.0b013e31820a92c6

line improvement in critical care. In: CEUR Workshop Proceedings; 2011

severe obstructive sleep apnea. Journal of Medical Systems. 2014;**38**:94

mining, inference and prediction. Mathematical Intelligence. 2005;**27**:83-85

[17] Quinlan JR. Induction of decision trees. Machine Learning. 1986;**1**:81-106

with bipolar disorder. Comprehensive Psychiatry. 2015;**56**:21-28

[22] Breiman L. Random forests. Machine Learning. 2001;**45**:5-32

platform. PLoS One. 2016;**11**(1)

pp. 84-92

2000;**101**:215-220

of Medical Systems. 2014;**38**:106

2000;**157**(9):1485-1491

Learning. 2003;**51**:181-207
