A variant of the Johnson-Lindenstrauss lemma for circulant matrices

We continue our study of the Johnson-Lindenstrauss lemma and its connection to circulant matrices started in Hinrichs and Vybíral (in press) 7]. We reduce the bound on k from k=Ω(ε−2log³n) proven there to k=Ω(ε−2log²n). Our technique differs essentially from the one used in Hinrichs and Vybíral (in press) 7]. We employ the discrete Fourier transform and singular value decomposition to deal with the dependency caused by the circulant structure.