An Exponential Lower Bound on the Size of Algebraic Decision Trees for MAX
Title | An Exponential Lower Bound on the Size of Algebraic Decision Trees for MAX |
Publication Type | Technical Report |
Year of Publication | 1995 |
Authors | Grigoriev, D. Yu., Karpinski M., & Yao A. C. |
Other Numbers | 1006 |
Keywords | Algebraic Decision Trees, Hypergraphs, Lower Bounds, MAX Problem, Minimal Cutsets, Selection Problems |
Abstract | We prove an exponential lower bound on the size of any fixed -degree algebraic decision tree for solving MAX, the problem of finding the maximum of n real numbers. This complements the n-1 lower bound of Rabin on the depth of algebraic decision trees for this problem. The proof in fact gives an exponential lower bound on size for the polyhedral decision problem MAX= of testing whether the j-th number is the maximum among a list of n real numbers. Previously, except for linear decision trees, no nontrivial lower bounds on the size of algebraic decision trees for any familiar problems are known. We also establish an interesting connection between our lower bound and the maximum number of minimal cutsets for any rank-d hypergraphs on n vertices. |
URL | http://www.icsi.berkeley.edu/ftp/global/pub/techreports/1995/tr-95-066.pdf |
Bibliographic Notes | ICSI Technical Report TR-95-066 |
Abbreviated Authors | D. Grigoriev, M. Karpinski, and A. C. Yao |
ICSI Publication Type | Technical Report |