Unified smoothing approach for best hyperparameter selection problem using a bilevel optimization strategy

Author:

Alcantara Jan Harold,Nguyen Chieu Thanh,Okuno Takayuki,Takeda Akiko,Chen Jein-ShanORCID

Funder

National Science and Technology Council

Publisher

Springer Science and Business Media LLC

Reference27 articles.

1. Alcantara, J.H., Lee, C.H., Nguyen, C.T., Chang, Y.L., Chen, J.-S.: On construction of new NCP functions. Oper. Res. Lett. 48(2), 115–121 (2020)

2. Bergstra, J., Bengio, Y.: Random search for hyper-parameter optimization. J. Mach. Learn. Res. 13(10), 281–305 (2012)

3. Bennett, K.P., Hu, J., Ji, X., Kunapuli, G., Pang, J-S.: Model selection via bilevel optimization. In The 2006 IEEE International Joint Conference on Neural Network Proceedings, pp. 1922–1929 (2006)

4. Bennett, K.P., Hu, J., Ji, X., Kunapuli, G., Pang, J-S.: Bilevel optimization and machine learning. In: Computational Intelligence: Research Frontiers. WCCI 2008. Lecture Notes in Computer Science, vol. 5050. Springer, Berlin, Heidelberg (2008)

5. Bracken, J., McGill, J.: Mathematical programs with optimization problems in the constraints. Oper. Res. 21(1), 37–44 (1973)

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