混合变量贝叶斯优化的混合参数搜索和动态模型选择

IF 1.4 2区 数学 Q2 STATISTICS & PROBABILITY Journal of Computational and Graphical Statistics Pub Date : 2024-01-23 DOI:10.1080/10618600.2024.2308216
Hengrui Luo, Younghyun Cho, James W. Demmel, Xiaoye S. Li, Yang Liu
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引用次数: 0

摘要

本文介绍了一种新型贝叶斯优化(BO)混合模型,该模型善于管理混合变量,包括定量(连续和整数)和定性(分类)变量。
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Hybrid Parameter Search and Dynamic Model Selection for Mixed-Variable Bayesian Optimization
This paper presents a new type of hybrid model for Bayesian optimization (BO) adept at managing mixed variables, encompassing both quantitative (continuous and integer) and qualitative (categorical...
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来源期刊
CiteScore
3.50
自引率
8.30%
发文量
153
审稿时长
>12 weeks
期刊介绍: The Journal of Computational and Graphical Statistics (JCGS) presents the very latest techniques on improving and extending the use of computational and graphical methods in statistics and data analysis. Established in 1992, this journal contains cutting-edge research, data, surveys, and more on numerical graphical displays and methods, and perception. Articles are written for readers who have a strong background in statistics but are not necessarily experts in computing. Published in March, June, September, and December.
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