Feature Selection with Artificial Bee Colony Algorithm on Z-Alizadeh Sani Dataset

作者: Umit Kilic , Mumine Kaya Keles

DOI: 10.1109/ASYU.2018.8554004

关键词:

摘要: Relevant and irrelevant features compose data. Evaluation of these is the fundamental task for classification clustering processes during this processes, induce obtaining false results. Likewise, due to relevant features' direct effect on results can be more correct stable. This also represents aim feature selection process that tries achieve as high possible with small subset. In study, Artificial Bee Colony (ABC) algorithm based method updated employed Z-Alizadeh Sani data set consists 56 including class attribute collected from 303 patients. 16 are selected by ABC method. Also, accuracy F-measure values measured 89.4% 0.894 respectively, which higher than produced raw dataset.

参考文章(10)
Mai Shouman, Tim Turner, Rob Stocker, Using decision tree for diagnosing heart disease patients australasian data mining conference. pp. 23- 30 ,(2011)
Robert O. Bonow, Peter Libby, Eugene Braunwald, Douglas P. Zipes, Douglas L. Mann, Braunwald's Heart Disease : A Textbook of Cardiovascular Medicine ,(2011)
Bahriye Akay, Dervis Karaboga, A modified Artificial Bee Colony algorithm for real-parameter optimization Information Sciences. ,vol. 192, pp. 120- 142 ,(2012) , 10.1016/J.INS.2010.07.015
Roohallah Alizadehsani, Jafar Habibi, Mohammad Javad Hosseini, Hoda Mashayekhi, Reihane Boghrati, Asma Ghandeharioun, Behdad Bahadorian, Zahra Alizadeh Sani, A data mining approach for diagnosis of coronary artery disease Computer Methods and Programs in Biomedicine. ,vol. 111, pp. 52- 61 ,(2013) , 10.1016/J.CMPB.2013.03.004
Mauricio Schiezaro, Helio Pedrini, Data feature selection based on Artificial Bee Colony algorithm web science. ,vol. 2013, pp. 47- ,(2013) , 10.1186/1687-5281-2013-47
Dervis Karaboga, Bahriye Basturk, A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm Journal of Global Optimization. ,vol. 39, pp. 459- 471 ,(2007) , 10.1007/S10898-007-9149-X
Girish Chandrashekar, Ferat Sahin, A survey on feature selection methods Computers & Electrical Engineering. ,vol. 40, pp. 16- 28 ,(2014) , 10.1016/J.COMPELECENG.2013.11.024
D Karaboga, AN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION TECHNICAL REPORT. pp. 0- 0 ,(2005)
Roohallah Alizadehsani, Mohammad Hossein Zangooei, Mohammad Javad Hosseini, Jafar Habibi, Abbas Khosravi, Mohamad Roshanzamir, Fahime Khozeimeh, Nizal Sarrafzadegan, Saeid Nahavandi, Coronary artery disease detection using computational intelligence methods Knowledge Based Systems. ,vol. 109, pp. 187- 197 ,(2016) , 10.1016/J.KNOSYS.2016.07.004
Zeinab Arabasadi, Roohallah Alizadehsani, Mohamad Roshanzamir, Hossein Moosaei, Ali Asghar Yarifard, Computer aided decision making for heart disease detection using hybrid neural network-Genetic algorithm Computer Methods and Programs in Biomedicine. ,vol. 141, pp. 19- 26 ,(2017) , 10.1016/J.CMPB.2017.01.004