Optimization, block designs and No Free Lunch theorems (2005)
AUTHORS:
Griffiths Evan,
Orponen Pekka
JOURNAL:
Information Processing Letters
VOLUME:
94
PAGES:
55--61
URL:
http://dx.doi.org/10.1016/j.ipl.2004.12.015
@article{ GrOr05, author = "Griffiths, Evan and Orponen, Pekka", note = "", title = "Optimization, block designs and {N}o {F}ree {L}unch theorems", url = "http://dx.doi.org/10.1016/j.ipl.2004.12.015", journal = "Information Processing Letters", number = "2", abstract = "We study the precise conditions under which all optimization strategies for a given family of finite functions yield the same expected maximisation performance, when averaged over a uniform distribution of the functions. In the case of bounded-length searches in a family of Boolean functions, we provide tight connections between such ``No Free Lunch'' conditions and the structure of $t$-designs and $t$-wise balanced designs for arbitrary values $t$. As a corollary, we obtain a nontrivial family of $n$-variate Boolean functions that satisfies the ``No Free Lunch`` condition with respect tosearches of length $\Omega(n^{1/2}/\log^{1/2}n)$. Modifying the construction, we also obtain nontrivial ``No Free Lunch`` families of functions with large ranges.", month = "April", volume = "94", flags = "public", year = "2005", keywords = "theory of computation, combinatorial problems, optimization, No Free Lunch theorems, combinatorial designs", pages = "55--61" }