Emergent Mind

Testing Unateness of Real-Valued Functions

(1608.07652)
Published Aug 27, 2016 in cs.DS

Abstract

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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