A least-squares echo canceller algorithm which exploits the algebraic properties of binary pseudorandom maximal length sequences is applied to an in-band canceller without the requirement for a Hilbert transformer. Its performance is compared with least-mean-squares (LMS) and other least-squares (LS) algorithms.