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cs.LG2023
Hierarchical Ensemble-Based Feature Selection for Time Series Forecasting
Aysin Tumay, Mustafa E. Aydin, Ali T. Koc +1
We introduce a novel ensemble approach for feature selection based on hierarchical stacking for non-stationarity and/or a limited number of samples with a large number of features.…
cs.LG2022★ 1 cited
Context-Aware Ensemble Learning for Time Series
Arda Fazla, Mustafa Enes Aydin, Orhun Tamyigit +1
We investigate ensemble methods for prediction in an online setting. Unlike all the literature in ensembling, for the first time, we introduce a new approach using a meta learner t…