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20112023
most citedA Hybrid Framework for Sequential Data Prediction with End-to-End Optimization

6 citations · 9 across the 5 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

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.…

stat.ML2023

Hybrid State Space-based Learning for Sequential Data Prediction with Joint Optimization

Mustafa E. Aydın, Arda Fazla, Suleyman S. Kozat

We investigate nonlinear prediction/regression in an online setting and introduce a hybrid model that effectively mitigates, via a joint mechanism through a state space formulation…