Generating k-independent variables in constant time

Tobias Lybecker Christiani, Rasmus Pagh

Publikation: Konference artikel i Proceeding eller bog/rapport kapitelKonferencebidrag i proceedingsForskningpeer review

Abstrakt

The generation of pseudorandom elements over finite fields is fundamental to the time, space and randomness complexity of randomized algorithms and data structures. We consider the problem of generating k-independent random values over a finite field F in a word RAM model equipped with constant time addition and multiplication in F, and present the first nontrivial construction of a generator that outputs each value in constant time, not dependent on k. Our generator has period length |F| poly log k and uses k poly (log k) log |F| bits of space, which is optimal up to a poly log k factor. We are able to bypass Siegel's lower bound on the time-space tradeoff for k-independent functions by a restriction to sequential evaluation.
OriginalsprogEngelsk
TitelFoundations of Computer Science (FOCS), 2014 IEEE 55th Annual Symposium on
ForlagIEEE
Publikationsdato2014
Sider196-205
ISBN (Trykt)978-1-4799-6517-5
StatusUdgivet - 2014

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