Performance analysis of classification algorithms on early detection of liver disease
作者： Moloud Abdar , Mariam Zomorodi-Moghadam , Resul Das , I-Hsien Ting
DOI: 10.1016/J.ESWA.2016.08.065
关键词: Human liver 、 Early detection 、 Decision tree 、 Machine learning 、 Statistical classification 、 Data mining 、 Artificial intelligence 、 Diagnostic methods 、 Boosting (machine learning) 、 Computer science 、 CHAID 、 Disease 、 Liver disease
摘要: … These two algorithms are used in this paper to create rules from liver disease dataset. To the … patients from India in the data repository of the University of California, Irvine (UCI) in 2012 …
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sci-hub.se 参考文章(67)
Kjell Johnson, Max Kuhn, Applied Predictive Modeling ,(2013)
Jakub M. Tomczak, Maciej Zięba, Probabilistic combination of classification rules and its application to medical diagnosis Machine Learning. ,vol. 101, pp. 105- 135 ,(2015) , 10.1007/S10994-015-5508-X
Florin Gorunescu, Data Mining: Concepts, Models and Techniques ,(2011)
Sumouli Choudhury, Anirban Bhowal, Comparative analysis of machine learning algorithms along with classifiers for network intrusion detection international conference on smart technologies and management for computing communication controls energy and materials. pp. 89- 95 ,(2015) , 10.1109/ICSTM.2015.7225395
AK Tiwari, LK Sharma, G Ramakrishana, Comparative Study of Artificial Neural Network based Classification for Liver Patient Journal of Information Engineering and Applications. ,vol. 3, pp. 1- 5 ,(2013)
Boubekeur Mohamed Bachir, Luo SenLin, Labidi Hocine, A background subtraction algorithm for indoor monitoring surveillance systems computational intelligence. pp. 1- 5 ,(2015) , 10.1109/CIVEMSA.2015.7158605
Mark A. Hall, Ian H. Witten, Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques ,(1999)
Johannes Fürnkranz, Pairwise Classification as an Ensemble Technique Lecture Notes in Computer Science. pp. 97- 110 ,(2002) , 10.1007/3-540-36755-1_9
J. R. Quinlan, Bagging, boosting, and C4.S national conference on artificial intelligence. pp. 725- 730 ,(1996)
Francesco Gullo, From Patterns in Data to Knowledge Discovery: What Data Mining Can Do☆ Physics Procedia. ,vol. 62, pp. 18- 22 ,(2015) , 10.1016/J.PHPRO.2015.02.005