Can I read Calibrated Prediction Enhances Bayesian Optimization on EtoBox?

Calibrated Prediction Enhances Bayesian Optimization by zwangea2023 is a document available to read on EtoBox.

What is Calibrated Prediction Enhances Bayesian Optimization about?

This paper presents methods to improve Bayesian optimization by ensuring calibrated uncertainty estimates in sequential decision-making. It introduces algorithms that maintain calibration on non-stationary data, enhancing exploration and exploitation balance, and demonstrates improved performance in optimization tasks with minimal computational overhead. The findings suggest that calibrated Bayesian optimization converges to better optima more efficiently across various benchmark functions.

Author

zwangea2023

Language

EN