A Fair Performance Comparison of Dierent Surrogate Optimization Strategies
Sprache des Titels:
Englisch
Original Buchtitel:
Lecture Notes in Computer Science
Original Kurzfassung:
Much of the literature found on surrogate models presents
new approaches or algorithms trying to solve black-box optimization
problems with as little evaluations as possible. The comparisons of these
new ideas with other algorithms are often very limited and constrained to
non-surrogate algorithms or algorithms following very similar ideas as the
presented ones. This work aims to provide both an overview over the most
important general trends in surrogate assisted optimization and a more
wide spanning comparison in a fair environment by reimplementation
within the same software framework.