Category:Monotone function
Definition
For two vectors [math]x,y \in \{-1,1\}^n[/math], define a partial order relation by
[math]x \leq y \iff x_i \leq y_i ~~ \forall i = 1\ldots n.[/math]
A monotone Boolean function is a Boolean function [math]f:\{-1,1\}^n \to \{-1,1\}[/math] which is monotone in its input:
[math]x \leq y \Rightarrow f(x) \leq f(y) [/math].
Properties
- For monotone functions, the total influence is bounded by the square root of the partition size: [math]\mathrm{Inf}(f) \leq \sqrt{P(f)}[/math] [1].
- TODO: Add properties about stability and noise sensitivity. See Mossel and O'Donnell.
References
- ↑ Ryan O'Donnell, Rocco Servedio, Learning Monotone Functions from Random Examples in Polynomial Time
Pages in category "Monotone function"
The following 11 pages are in this category, out of 11 total.