Title :
Quantum Logical Neural Networks
Author :
Oliveira, Wagner ; Silva, Adenilton J. ; Ludermir, Teresa B. ; Leonel, Amanda ; Galindo, Wilson R. ; Pereira, Jefferson C C.
Abstract :
Quantum analogues of the (classical) logical neural networks (LNN) models are proposed in (q-LNN for short). We shall here further develop and investigate the q-LNN composed of the quantum analogue of the probabilistic logic node (PLN) and the multiple-valued PLN (MPLN) variations, dubbed q-PLN and q-MPLN respectively. Besides a clearer mathematical description, we present a computationally efficient and simply described quantum learning algorithm in contrast to what has been proposed to the quantum weighted version.
Keywords :
neural nets; mathematical description; multiple-valued PLN; probabilistic logic node; quantum learning algorithm; quantum logical neural networks; Analog computers; Artificial neural networks; Backpropagation algorithms; Boolean functions; Computer networks; Hardware; Neural networks; Neurons; Probabilistic logic; Quantum computing; logical neural networks; quantum computing; quantum neural networks;
Conference_Titel :
Neural Networks, 2008. SBRN '08. 10th Brazilian Symposium on
Conference_Location :
Salvador
Print_ISBN :
978-1-4244-3219-6
Electronic_ISBN :
1522-4899
DOI :
10.1109/SBRN.2008.9
