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Handling Correlations in Random Forests: which Impacts on Variable Importance and Model Interpretability?

, , , and . ESANN, (2021)

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Mixing Kohonen Algorithm, Markov Switching Model and Detection of Multiple Change-Points: An Application to Monetary History., , , , and . IWANN, volume 4507 of Lecture Notes in Computer Science, page 547-555. Springer, (2007)Theoretical and Applied Aspects of the Self-Organizing Maps., , , and . WSOM, volume 428 of Advances in Intelligent Systems and Computing, page 3-26. Springer, (2016)Anomaly Detection for Bivariate Signals., , , and . IWANN (1), volume 11506 of Lecture Notes in Computer Science, page 162-173. Springer, (2019)Using self-organizing maps for clustering anc labelling aircraft engine data phases., , , and . WSOM, page 96-103. IEEE, (2017)A descriptive method to evaluate the number of regimes in a switching autoregressive model.. Neural Networks, 19 (6-7): 963-972 (2006)Detection of Abnormal Flights Using Fickle Instances in SOM Maps., , , and . WSOM+, volume 976 of Advances in Intelligent Systems and Computing, page 120-129. Springer, (2019)Multidimensional urban segregation: toward a neural network measure., , , and . Neural Comput. Appl., 32 (24): 18179-18191 (2020)Multiple Kernel Self-Organizing Maps., , and . ESANN, (2013)Hidden Markov models for time series of counts with excess zeros., and . ESANN, (2012)Sparse K-means for mixed data via group-sparse clustering., , , and . ESANN, page 235-240. (2020)