Novel classifiers for intelligent disease diagnosis with multi-objective parameter evolution

Yoo, 2012, Data mining in healthcare and biomedicine: a survey of the literature, J Med Syst, 36, 2431, 10.1007/s10916-011-9710-5 Fayyad, 1996, From data mining to knowledge discovery in databases, AI Mag, 17, 37 Bashir, 2016, IntelliHealth: a medical decision support application using a novel weighted multi-layer classifier ensemble framework, J Biomed Inf, 59, 185, 10.1016/j.jbi.2015.12.001 Platt, J. (1999). Fast training of support vector machines using sequential minimal optimization. Advances in Kernel Methods – Support Vector Learning (pp. 185–208). AJ, MIT Press, Cambridge, MA https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/smo-book.pdf. Gil, 2012, Predicting seminal quality with artificial intelligence methods, Expert Syst Appl, 39, 12564, 10.1016/j.eswa.2012.05.028 Mangat, 2014, Novel associative classifier based on dynamic adaptive PSO: Application to determining candidates for thoracic surgery, Expert Syst Appl, 41, 8234, 10.1016/j.eswa.2014.06.046 Mohapatra, 2016, Microarray medical data classification using kernel ridge regression and modified cat swarm optimization based gene selection system, Swarm Evol Comput, 28, 144, 10.1016/j.swevo.2016.02.002 Shen, 2016, Evolving support vector machines using fruit fly optimization for medical data classification, Knowledge-Based Syst, 96, 61, 10.1016/j.knosys.2016.01.002 Bashir, 2016, HMV: a medical decision support framework using multi-layer classifiers for disease prediction, J Comput Sci, 13, 10, 10.1016/j.jocs.2016.01.001 Kabir, 2017, New multiple seeds based genetic algorithm for discovering a set of interesting Boolean association rules, Expert Syst Appl, 74, 55, 10.1016/j.eswa.2017.01.001 Karci, 2004, Novelty in the generation of initial population for genetic algorithms, 268 Wang, 2014, Chaotic krill herd algorithm, Inf Sci, 274, 17, 10.1016/j.ins.2014.02.123 Wang, 2016, A new metaheuristic optimisation algorithm motivated by elephant herding behaviour, Int J Bio-Inspired Comput, 8, 394, 10.1504/IJBIC.2016.081335 Fawcett, 2006, An introduction to ROC analysis, Pattern Recognit Lett, 27, 861, 10.1016/j.patrec.2005.10.010 Zhang, 2007, MOEA/D: A multiobjective evolutionary algorithm based on decomposition, IEEE Trans Evol Comput, 11, 712, 10.1109/TEVC.2007.892759 Deb, 2002, A fast and elitist multiobjective genetic algorithm: NSGA-II, IEEE Trans Evol Comput, 6, 182, 10.1109/4235.996017 Cortes, 1995, Support-vector networks, Mach Learn, 20, 273, 10.1007/BF00994018 Ferris, 2002, Interior-point methods for massive support vector machines, SIAM J Optim, 13, 783, 10.1137/S1052623400374379 http://sci2s.ugr.es/keel/datasets.php. http://archive.ics.uci.edu/ml/index.php. eric.univ-lyon2.fr/~ricco/tanagra/fichiers/heart_disease_male.xls. Bashir, 2015, BagMOOV: a novel ensemble for heart disease prediction bootstrap aggregation with multi-objective optimized voting, Australas Phys Eng Sci Med, 38, 305, 10.1007/s13246-015-0337-6 Farid, 2016, An adaptive rule-based classifier for mining big biological data, Expert Syst Appl, 64, 305, 10.1016/j.eswa.2016.08.008 Yu, 2015, Hybrid adaptive classifier ensemble, IEEE Trans Cybern, 45, 177, 10.1109/TCYB.2014.2322195 Nalluri, 2017, Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization, J Healthcare Eng, 2017, 1, 10.1155/2017/5907264 Greenland, 2016, Statistical tests, P, Eur J Epidemiol, 31, 337, 10.1007/s10654-016-0149-3 Deb, 2001, 16 David A. Van Veldhuizen, Multiobjective evolutionary algorithms: classifications, analyses, and new innovations. No. AFIT/DS/ENG/99-01. Air Force Inst of Tech, Wright-Patterson AFB OH School of Engineering, 1999. Schott, Jason R. Fault tolerant design using single and multicriteria genetic algorithm optimization. No. AFIT/CI/CIA-95-039. Air Force Inst of Tech Wright-Patterson AFB OH, 1995. E. Zitzler, Evolutionary algorithms for multiobjective optimization: Methods and applications. Doctoral Dissertation ETH 13398, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland ,1999, 1--134.