Interpretable Models via Pairwise Permutations Algorithm

Author:

Maasland Troy,Pereira João,Bastos Diogo,de Goffau Marcus,Nieuwdorp Max,Zwinderman Aeilko H.,Levin Evgeni

Publisher

Springer International Publishing

Reference45 articles.

1. Kiers, H., Smilde, A.: A comparison of various methods for multivariate regression with highly collinear variables. Stat. Meth. Appl. 16, 193 (2007)

2. Breiman, L.: Random forests. Mach. Learn. 45(1), 5–32 (2001)

3. Fisher, A., Rudin, C., Dominici, F.: Model class reliance: variable importance measures for any machine learning model class, from the “Rashomon” perspective (2018)

4. Strobl, C., Boulesteix, A.L., Kneib, T., Augustin, T., Zeileis, A.: Conditional variable importance for random forests. BMC Bioinform. 9, 307 (2008). https://doi.org/10.1186/1471-2105-9-307

5. Lundberg, S.M., Lee, S.-I.: A unified approach to interpreting model predictions. In: Advances in Neural Information Processing Systems (2017)

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