BO as Assistant: Using Bayesian Optimization for Asynchronously Generating Design Suggestions

Author:

Koyama Yuki1,Goto Masataka1

Affiliation:

1. National Institute of Advanced Industrial Science and Technology (AIST), Japan

Funder

Japan Science and Technology Agency

Publisher

ACM

Reference57 articles.

1. Takuya Akiba , Shotaro Sano , Toshihiko Yanase , Takeru Ohta , and Masanori Koyama . 2019 . Optuna: A Next-Generation Hyperparameter Optimization Framework . In Proc. KDD ’19 . 2623–2631. https://doi.org/10.1145/3292500.3330701 10.1145/3292500.3330701 Takuya Akiba, Shotaro Sano, Toshihiko Yanase, Takeru Ohta, and Masanori Koyama. 2019. Optuna: A Next-Generation Hyperparameter Optimization Framework. In Proc. KDD ’19. 2623–2631. https://doi.org/10.1145/3292500.3330701

2. Gilles Bailly , Antti Oulasvirta , Timo Kötzing , and Sabrina Hoppe . 2013 . MenuOptimizer: Interactive Optimization of Menu Systems . In Proc. UIST ’13 . 331–342. https://doi.org/10.1145/2501988.2502024 10.1145/2501988.2502024 Gilles Bailly, Antti Oulasvirta, Timo Kötzing, and Sabrina Hoppe. 2013. MenuOptimizer: Interactive Optimization of Menu Systems. In Proc. UIST ’13. 331–342. https://doi.org/10.1145/2501988.2502024

3. Blender Foundation . 2022 . blender.org - Home of the Blender project - Free and Open 3D Creation Software . Retrieved March 24, 2022 from https://www.blender.org/. Blender Foundation. 2022. blender.org - Home of the Blender project - Free and Open 3D Creation Software. Retrieved March 24, 2022 from https://www.blender.org/.

4. Eric Brochu , Tyson Brochu , and Nando de Freitas . 2010 . A Bayesian Interactive Optimization Approach to Procedural Animation Design . In Proc. SCA ’10 . 103–112. https://doi.org/10.2312/SCA/SCA10/ 103 - 112 10.2312/SCA Eric Brochu, Tyson Brochu, and Nando de Freitas. 2010. A Bayesian Interactive Optimization Approach to Procedural Animation Design. In Proc. SCA ’10. 103–112. https://doi.org/10.2312/SCA/SCA10/103-112

5. Eric Brochu , Nando de Freitas , and Abhijeet Ghosh . 2007 . Active Preference Learning with Discrete Choice Data . In Proc. NIPS ’07 . 409–416. http://papers.nips.cc/paper/3219-active-preference-learning-with-discrete-choice-data Eric Brochu, Nando de Freitas, and Abhijeet Ghosh. 2007. Active Preference Learning with Discrete Choice Data. In Proc. NIPS ’07. 409–416. http://papers.nips.cc/paper/3219-active-preference-learning-with-discrete-choice-data

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