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cs.LG2023
Practical First-Order Bayesian Optimization Algorithms
Utkarsh Prakash, Aryan Chollera, Kushagra Khatwani +2
First Order Bayesian Optimization (FOBO) is a sample efficient sequential approach to find the global maxima of an expensive-to-evaluate black-box objective function by suitably qu…
cs.LG2023
Bayesian Optimization for Function Compositions with Applications to Dynamic Pricing
Kunal Jain, Prabuchandran K. J., Tejas Bodas
Bayesian Optimization (BO) is used to find the global optima of black box functions. In this work, we propose a practical BO method of function compositions where the form of the c…