Testing Unateness of Real-Valued Functions
We give a unateness tester for functions of the form $f:[n]^d\rightarrow R$, where $n,d\in \mathbb{N}$ and $R\subseteq \mathbb{R}$ with query complexity $O(\frac{d\log (\max(d,n))}{\epsilon})$. Previously known unateness testers work only for Boolean functions over the domain $\{0,1\}^d$. We show th...
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Zusammenfassung: | We give a unateness tester for functions of the form $f:[n]^d\rightarrow R$,
where $n,d\in \mathbb{N}$ and $R\subseteq \mathbb{R}$ with query complexity
$O(\frac{d\log (\max(d,n))}{\epsilon})$. Previously known unateness testers
work only for Boolean functions over the domain $\{0,1\}^d$. We show that every
unateness tester for real-valued functions over hypergrid has query complexity
$\Omega(\min\{d, |R|^2\})$. Consequently, our tester is nearly optimal for
real-valued functions over $\{0,1\}^d$. We also prove that every nonadaptive,
1-sided error unateness tester for Boolean functions needs
$\Omega(\sqrt{d}/\epsilon)$ queries. Previously, no lower bounds for testing
unateness were known. |
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DOI: | 10.48550/arxiv.1608.07652 |