14 citations · 31 across the 6 of their papers we have counts for
6 papers
Natural Evolution Strategy for Mixed-Integer Black-Box Optimization
Koki Ikeda, Isao Ono
This paper proposes a natural evolution strategy (NES) for mixed-integer black-box optimization (MI-BBO) that appears in real-world problems such as hyperparameter optimization of…
CMA-ES with Learning Rate Adaptation: Can CMA-ES with Default Population Size Solve Multimodal and Noisy Problems?
Masahiro Nomura, Youhei Akimoto, Isao Ono
The covariance matrix adaptation evolution strategy (CMA-ES) is one of the most successful methods for solving black-box continuous optimization problems. One practically useful as…
Fast Moving Natural Evolution Strategy for High-Dimensional Problems
Masahiro Nomura, Isao Ono
In this work, we propose a new variant of natural evolution strategies (NES) for high-dimensional black-box optimization problems. The proposed method, CR-FM-NES, extends a recentl…
ADBCMM : Acronym Disambiguation by Building Counterfactuals and Multilingual Mixing
Yixuan Weng, Fei Xia, Bin Li +2
Scientific documents often contain a large number of acronyms. Disambiguation of these acronyms will help researchers better understand the meaning of vocabulary in the documents.…
Natural Evolution Strategy for Unconstrained and Implicitly Constrained Problems with Ridge Structure
Masahiro Nomura, Isao Ono
In this paper, we propose a new natural evolution strategy for unconstrained black-box function optimization (BBFO) problems and implicitly constrained BBFO problems. BBFO problems…
Theoretical foundation for CMA-ES from information geometric perspective
Youhei Akimoto, Yuichi Nagata, Isao Ono +1
This paper explores the theoretical basis of the covariance matrix adaptation evolution strategy (CMA-ES) from the information geometry viewpoint. To establish a theoretical founda…