Methods and systems for estimating time-varying factor exposures of either
an individual financial instrument or a portfolio of such instruments,
through the solution of a constrained multi-criteria dynamic optimization
problem, providing an estimation error function and one or more
transition error functions to be minimized over a period of time. The
factor exposures relay the influence of the factors on the return of the
instrument or portfolio. The estimation error function provides the
estimation error at each time interval between the return of the asset
collection and a sum of products of each factor exposure and its
respective factor. Each transition error function provides a transition
error of each factor exposure between time intervals. In one embodiment,
the constraints can include a budget constraint and non-negativity bounds
applying to some or all of the factor exposures. In other embodiments,
the method and system can be applied to estimating any time-varying
weight that is used in a model, to relay the influence of one or more
independent variables on a dependent financial or economic variable,
through the solution of a constrained multi-criteria dynamic problem,
minimizing estimation error and transition error terms. In other
embodiments, the solution of a multi-criteria dynamic problem can be used
as part of a method and system to determine structural breakpoints for
each factor, and also as part of a method and system for determining
optimal parameters to weight the transition error functions and selecting
the factors included in the model.