On Bayesian optimization and its application to hyperparameter tuning

This thesis introduces the concept of Bayesian optimization, primarly used in optimizing costly black-box functions. Besides theoretical treatment of the topic, the focus of the thesis is on two numerical experiments. Firstly, different types of acquisition functions, which are the key components re...

Full description

Bibliographic Details
Main Author: Matosevic, Antonio
Format: Others
Language:English
Published: Linnéuniversitetet, Institutionen för matematik (MA) 2018
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-74962