This paper introduces the notion of measure representation of DNA sequences
. Spectral analysis and multifractal analysis are then performed on the mea
sure representations of a large number of complete genomes. The main aim of
this paper is to discuss the multifractal property of the measure represen
tation and the classification of bacteria. From the measure representations
and the values of the D-q spectra and related C-q curves, it is concluded
that these complete genomes are not random sequences. In fact, spectral ana
lyses performed indicate that these measure representations, considered as
time series, exhibit strong long-range correlation. Here the long-range cor
relation is for the K-strings with dictionary ordering, and it is different
from the base pair correlations introduced by other people. For substrings
with length K = 8, the D-q spectra of all organisms studied are multifract
al-like and sufficiently smooth for the C-q curves to be meaningful. With t
he decreasing value of K, the multifractality lessens. The C-q curves of al
l bacteria resemble a classical phase transition at a critical point. But t
he "analogous" phase transitions of chromosomes of nonbacteria organisms ar
e different. Apart from chromosome 1 of C. elegans, they exhibit the shape
of double-peaked specific heat function. A classification of genomes of bac
teria by assigning to each sequence a point in two-dimensional space (D-1,
D-1) and in three-dimensional space (D-1,D-1 D-2) was given. Bacteria that
are close phylogenetically are almost close in the spaces (D-1, D-1) and (D
-1 D-1, D-2).