Automated evolutionary approach for the design of composite machine learning pipelines

نویسندگان

چکیده

The effectiveness of the machine learning methods for real-world tasks depends on proper structure modeling pipeline. proposed approach is aimed to automate design composite pipelines, which equivalent computation workflows that consist models and data operations. combines key ideas both automated workflow management systems. It designs pipelines with a customizable graph-based structure, analyzes obtained results, reproduces them. evolutionary used flexible identification pipeline structure. additional algorithms sensitivity analysis, atomization, hyperparameter tuning are implemented improve approach. Also, software implementation this presented as an open-source framework. set experiments conducted different datasets (classification, regression, time series forecasting). results confirm correctness in comparison state-of-the-art competitors baseline solutions.

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ژورنال

عنوان ژورنال: Future Generation Computer Systems

سال: 2022

ISSN: ['0167-739X', '1872-7115']

DOI: https://doi.org/10.1016/j.future.2021.08.022