Title :
Recursive least squares lattice algorithms--A geometrical approach
Author_Institution :
Naval Ocean Systems Center, San Diego, CA, USA
fDate :
6/1/1981 12:00:00 AM
Abstract :
Several time-recursive least squares algorithms have been developed in recent years. In this paper a geometrical formalism is defined which utilizes a nested family of metric spaces indexed by the data time interval. This approach leads to a simplified derivation of the so-called recursive least squares lattice algorithms (recursive in time and order). In particular, it is found that the resulting structure provides a single framework which encompasses an entire family of fairly complex algorithms, as well as providing geometrical insight into their behavior.
Keywords :
Least-squares methods; Recursive estimation; Algorithms; Artificial intelligence; Automatic control; Eigenvalues and eigenfunctions; Electrons; Lattices; Least squares methods; Matrix decomposition; Singular value decomposition; Testing;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.1981.1102682