Title :
The Karhunen-Loeve transform of discrete MVL functions
Author :
Thornton, Mitchell Aaron
Author_Institution :
Southern Methodist Univ., Dallas, TX, USA
Abstract :
The Karhunen-Loeve (KL) transform of a discrete multiple-valued logic function is studied with respect to algebraic graph theory. The spectrum of a Cayley graph defined over the symmetry group is observed to be equivalent to the KL spectrum of a discrete function when the Cayley graph is generated using that function. It is also observed that the autocorrelation of the discrete function using the symmetry group operator is equivalent to the adjacency matrix of the Cayley graph. In addition to the theoretical interests, the KL spectrum of a discrete multiple-valued logic function can have applications in compact function representation and the determination of function estimates with a reduced support set. Example computations are shown in addition to the presentation of the mathematical properties.
Keywords :
Karhunen-Loeve transforms; graph theory; multivalued logic; Cayley graph; Karhunen-Loeve transform; algebraic graph theory; discrete MVL functions; multiple-valued logic function; symmetry group operator; Autocorrelation; Discrete transforms; Fourier transforms; Graph theory; Karhunen-Loeve transforms; Libraries; Logic; Principal component analysis; Symmetric matrices; Visualization;
Conference_Titel :
Multiple-Valued Logic, 2005. Proceedings. 35th International Symposium on
Print_ISBN :
0-7695-2336-6
DOI :
10.1109/ISMVL.2005.48