# Comparison of Profit-Based Multi-Objective Approaches for Feature Selection in Credit Scoring
## 3 Methods
### Non-Dominated Binary Grasshopper Optimization Algorithm (NSBGOA)
(2021)_ Simumba, N.; Okami, S.; Kodaka, A.; Kohtake, N. Hybrid Many Objective Metaheuristics for Feature Selection Based on Stakeholder Requirements in Credit Scoring with Alternative Data No Title. 2021, Unpublished manuscript, under review. * Ishibuchi et al. (2016) Ishibuchi, H.; Imada, R.; Setoguchi, Y.; Nojima, Y. Performance Comparison of NSGA-II and NSGA-III on Various Many-Objective Test Problems. In Proceedings of the 2016 IEEE Congress on Evolutionary Computation, Vancouver, BC, Canada, 16-21 July 2016. * Maldonado et al. (2017) Maldonado, S.; Perez, J.; Bravo, C. Cost-based feature selection for Support Vector Machines: An application in credit scoring. _Eur. J. Oper. Res._**2017**, _261_, 656-665. [CrossRef]
* Serrano-Cinca and Gutierrez-Nieto (2016) Serrano-Cinca, C.; Gutierrez-Nieto, B. The use of profit scoring as an alternative to credit scoring systems in peer-to-peer (P2P) lending. _Decis. Support Syst._**2016**, _89_, 113-122. [CrossRef]
* Verbraken et al. (2013) Verbraken, T.; Member, S.; Verbeke, W.; Baesens, B. A Novel Profit Maximizing Metric for Measuring Classification Performance of Customer Churn Prediction Models. _IEEE Trans. Knowl. Data Eng._**2013**, _25_. [CrossRef]
* Verbraken et al. (2014) Verbraken, T.; Bravo, C.; Weber, R.; Baesens, B. Development and application of consumer credit scoring models using profit-based classification measures. _Eur. J. Oper. Res._**2014**, _238_, 505-513. [CrossRef]
* Bonev et al. (2008) Bonev, B.; Escolano, F.; Cazorla, M. Feature selection, mutual information, and the classification of high-dimensional patterns. _Pattern Anal. Appl._**2008**, _11_. [CrossRef]
* Tibshirani and Ruggioni (2011) Tibshirani, R. Regression shrinkage and selection via the lasso: A retrospective. _J. R. Stat. Soc._**2011**, _73_, 273-282. [CrossRef]
* Han et al. (2013) Han, L.; Han, L.; Zhao, H. Engineering Applications of Artificial Intelligence. _Eng. Appl. Artif. Intell._**2013**, _26_, 848-862. [CrossRef]
* Zhang et al. (2019) Zhang, Z.; He, J.; Gao, G.; Tian, Y. Sparse multi-criteria optimization classifier for credit risk evaluation. _Soft Comput._**2019**, _23_, 3053-3066. [CrossRef]
* Xue et al. (2012) Xue, B.; Cervante, L.; Shang, L.; Zhang, M. A Particle Swarm Optimisation Based Multi-Objective Filter Approach to Feature Selection for Classification. In _Proceedings of the PRICAI 2012: Trends in Artificial Intelligence. PRICAI 2012. Lecture Notes in Computer Science_; Springer: Berlin/Heidelberg, Germany, 2012. * Papouskova and Hajek (2019) Papouskova, M.; Hajek, P. Two-stage consumer credit risk modelling using heterogeneous ensemble learning. _Decis. Support Syst._**2019**, _118_, 33-45. [CrossRef]
* Emmanouilidis et al. (1999) Emmanouilidis, C.; Hunter, A.; Macintyre, J.; Cox, C. Selecting Features in Neurofuzzy Modelling by Multiobjective Genetic Algorithms. In Proceedings of the ICANN'99. 9 th International Conference on Artificial Neural Networks, Edinburgh, UK, 7-10 September 1999; pp. 749-754. * Xue et al. (2012) Xue, B.; Cervante, L.; Shang, L.; Browne, W.N. ; Zhang, M. A Multi-Objective Particle Swarm Optimisation for Filter Based Feature Selection in Classification Problems. _Comm. Sci._**2012**, _24_, 91-116. [CrossRef]
* Doerner et al. (2004) Doerner, K.; Gutiahr, W.J. ; Hartl, R.F. ; Strauss, C.; Stummer, C. Pareto Ant Colony Optimization: A Metaheuristic Approach to Multiobjective Portfolio Selection. _Ann. Oper. Res._**2004**, _131_, 79-99. [CrossRef]
* Wagner et al. (2007) Wagner, T.; Beume, N.; Naujoks, B. Pareto-, Aggregation-, and Indicator-Based Methods in Many-Objective Optimization. In Proceedings of the 4 th International Conference, EMO 2007, Matsushima, Japan, 5-8 March 2007; pp. 742-756. * Deb and Jain (2012) Deb, K.; Jain, H. Handling many-objective problems using an improved NSGA-II procedure. In Proceedings of the 2012 IEEE Congress on Evolutionary Computation (CEC'12), Krakow, Poland, 28 June-1 July 2012; pp. 1-8. * Censor (1977) Censor, Y. Pareto Optimality in Multiobjective Problems. _Appl. Math. Optim._**1977**, \(4\), 41-59.