Title :
Energy spectrum of quantum associative memories
Author :
Rigatos, Gerasimos
Author_Institution :
Ind. Syst. Inst., Patras
Abstract :
Quantum associative memories are derived from the Hopfleld memory model under the assumption that the elements of the correlation weight matrix W are stochastic variables. The probability density function of each weight is given as a solution of Schrodinger´s diffusion equation. Spectral analysis of quantum associative memories follows previous studies on the wavelets´ energy spectrum. Spectral analysis shows that (i) the basis functions of the stochastic weights express the distribution of energy with respect to the weights´ values, (ii) the stochastic weights satisfy the principle of uncertainty.
Keywords :
content-addressable storage; matrix algebra; quantum computing; stochastic processes; Hopfleld memory model; Schrodinger diffusion equation; correlation weight matrix; energy spectrum; probability density function; quantum associative memories; spectral analysis; Associative memory; Eigenvalues and eigenfunctions; Equations; Fourier transforms; Fuzzy sets; Probability density function; Spectral analysis; Stochastic processes; Uncertainty; Wavelet analysis;
Conference_Titel :
Neural Networks, 2006. IJCNN '06. International Joint Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9490-9
DOI :
10.1109/IJCNN.2006.246681