BOXVIA: Bayesian optimization executable and visualizable application Article Swipe

View

Related Concepts

Python (programming language) Executable Computer science Bayesian optimization Graphical user interface Probabilistic logic Bayesian probability Programming language Theoretical computer science Machine learning Artificial intelligence

Akimitsu Ishii , Ryunosuke Kamijyo , Akinori Yamanaka , Akiyasu Yamamoto ·

YOU? · · 2022 · Open Access · · DOI: https://doi.org/10.1016/j.softx.2022.101019 · OA: W4214604279

Bayesian optimization (BO) has attracted attention in various research fields as a powerful probabilistic approach for solving optimization problems. To further facilitate the use of BO, we developed a graphical user interface-based Python application called BOXVIA. BOXVIA enables the use of BO without the construction of a computing environment and/or the need for programming skills. Moreover, BOXVIA helps users interpret the results of the BO process effectively through certain useful functionalities available for visualizing the mean function, standard deviation, and acquisition functions.