Search Results for author: Igor Ilic

Found 2 papers, 0 papers with code

Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting

no code implementations18 Sep 2020 Ozan Ozyegen, Igor Ilic, Mucahit Cevik

In this study, we propose two novel evaluation metrics for time series forecasting: Area Over the Perturbation Curve for Regression and Ablation Percentage Threshold.

BIG-bench Machine Learning Multivariate Time Series Forecasting +1

Explainable boosted linear regression for time series forecasting

no code implementations18 Sep 2020 Igor Ilic, Berk Gorgulu, Mucahit Cevik, Mustafa Gokce Baydogan

We observe that EBLR substantially improves the base model performance through extracted features, and provide a comparable performance to other well established approaches.

Decision Making Prediction Intervals +2

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