A Scalable Test Problem Generator for Sequential Transfer Optimization

2 code implementations • 17 Apr 2023 • Xiaoming Xue, Cuie Yang, Liang Feng, Kai Zhang, Linqi Song, Kay Chen Tan

Lastly, a benchmark suite with 12 STO problems featured by a variety of customized similarity relationships is developed using the proposed generator.

Concept drift-tolerant transfer learning in dynamic environments.

no code implementations • Journal - IEEE Transactions on Neural Networks and Learning Systems 2021 • Cuie Yang, Yiu-ming Cheung, Jinliang Ding, Kay Chen Tan

Then, a domain-wise weighted ensemble is introduced to combine the source and target models to select useful knowledge of each domain.

Transfer Learning

Incremental Data-driven Optimization of Complex Systems in Nonstationary Environments

no code implementations • 14 Dec 2020 • Cuie Yang, Jinliang Ding, Yaochu Jin, Tianyou Chai

Existing work on data-driven optimization focuses on problems in static environments, but little attention has been paid to problems in dynamic environments.

Ensemble Learning Outlier Detection