Single-user detectors for direct-sequence code-division multiple-access (DS
/CDMA) systems are characterized by their architecture, the design optimali
ty criterion, the optimization computational complexity, and ultimately by
their average bit error rate (BER) performance. With a fixed tap-weight arc
hitecture that implies zero optimization cost, the conventional signature-m
atched correlator positions itself as the low-cost low-performance solution
. This paper submits a proposal that maintains the same tap-weight architec
ture and introduces the concept of maximum cross-correlation auxiliary vect
or filtering associated with minimum BER adaptive steering. Calculation of
the auxiliary vector taps involves standard sample average estimation of th
e data autocorrelation matrix, and no matrix inversion operation is require
d, The resulting scalar parametrized filter is optimized adaptively in the
minimum BER sense by a fast stochastic approximation recursion on R. Simpli
city and BER comparisons place the proposed receiver competitively on the c
ost versus performance curve. Numerical results under realistic small sampl
e support scenarios support the theoretical developments and indicate that
performance-wise the receiver compares favorably not only to the convention
al matched-filter correlator, but also to the minimum-output-energy (MOE) d
etector [17], the LMS-implemented minimum-mean-square-error (MMSE) filter [
9]-[13], and the multiuser decorrelating receiver [5], [6] that assumes per
fectly known interfering user population.