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Masahiro Nomura
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Year
Multiobjective tree-structured Parzen estimator
Y Ozaki, Y Tanigaki, S Watanabe, M Nomura, M Onishi
Journal of Artificial Intelligence Research 73, 1209-1250, 2022
962022
Warm Starting CMA-ES for Hyperparameter Optimization
M Nomura, S Watanabe, Y Akimoto, Y Ozaki, M Onishi
Proceedings of the AAAI Conference on Artificial Intelligence 35 (10), 9188-9196, 2021
542021
CMA-ES with margin: Lower-bounding marginal probability for mixed-integer black-box optimization
R Hamano, S Saito, M Nomura, S Shirakawa
Proceedings of the genetic and evolutionary computation conference, 639-647, 2022
452022
cmaes: A Simple yet Practical Python Library for CMA-ES
M Nomura, M Shibata
arXiv preprint arXiv:2402.01373, 2024
212024
Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes
S Takeno, M Nomura, M Karasuyama
Proceedings of the International Conference on Machine Learning 202, 33516-33533, 2023
172023
機械学習におけるハイパパラメータ最適化手法: 概要と特徴
尾崎嘉彦, 野村将寛, 大西正輝
電子情報通信学会論文誌 D 103 (9), 615-631, 2020
14*2020
CMA-ES with Learning Rate Adaptation: Can CMA-ES with Default Population Size Solve Multimodal and Noisy Problems?
M Nomura, Y Akimoto, I Ono
Proceedings of the Genetic and Evolutionary Computation Conference, 839–847, 2023
112023
Towards Resolving Propensity Contradiction in Offline Recommender Learning
Y Saito, M Nomura
IJCAI 2022, 2022
112022
Efficient Hyperparameter Optimization under Multi-Source Covariate Shift
M Nomura, Y Saito
Proceedings of the 30th ACM International Conference on Information …, 2021
112021
Distance-weighted Exponential Natural Evolution Strategy for Implicitly Constrained Black-Box Function Optimization
M Nomura, N Sakai, N Fukushima, I Ono
2021 IEEE Congress on Evolutionary Computation (CEC), 1099-1106, 2021
112021
Fast moving natural evolution strategy for high-dimensional problems
M Nomura, I Ono
2022 IEEE Congress on Evolutionary Computation (CEC), 1-8, 2022
72022
Off-policy evaluation of slate bandit policies via optimizing abstraction
H Kiyohara, M Nomura, Y Saito
Proceedings of the ACM on Web Conference 2024, 3150-3161, 2024
62024
Benchmarking CMA-ES with margin on the bbob-mixint testbed
R Hamano, S Saito, M Nomura, S Shirakawa
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2022
42022
Towards a principled learning rate adaptation for natural evolution strategies
M Nomura, I Ono
International Conference on the Applications of Evolutionary Computation …, 2022
42022
Natural evolution strategy for unconstrained and implicitly constrained problems with ridge structure
M Nomura, I Ono
2021 IEEE Symposium Series on Computational Intelligence (SSCI), 1-7, 2021
42021
Evaluating initialization of nelder-mead method for hyperparameter optimization in deep learning
S Takenaga, S Watanabe, M Nomura, Y Ozaki, M Onishi, H Habe
2020 25th International Conference on Pattern Recognition (ICPR), 3372-3379, 2021
42021
CMA-ES with Learning Rate Adaptation
M Nomura, Y Akimoto, I Ono
ACM Transactions on Evolutionary Learning, 2024
32024
(1+ 1)-CMA-ES with Margin for Discrete and Mixed-Integer Problems
Y Watanabe, K Uchida, R Hamano, S Saito, M Nomura, S Shirakawa
Proceedings of the Genetic and Evolutionary Computation Conference, 882–890, 2023
32023
Best Arm Identification with a Fixed Budget under a Small Gap
M Kato, K Ariu, M Imaizumi, M Uehara, M Nomura, C Qin
stat 1050, 11, 2022
32022
Simple and Scalable Parallelized Bayesian Optimization
M Nomura
arXiv preprint arXiv:2006.13600, 2020
32020
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Articles 1–20