The Lagrangian dual of a constrained linear estimation problem is derived where the resulting dual system is a linear optimal control problem with projected cost variables. The symmetry between constrained estimation and optimal control is revealed when the primal problem is expressed in an equivalent form involving projected variables. (c) 2006 Elsevier Ltd. All rights reserved.