Title :
Chemical structure matching using correlation matrix memories
Author :
Austin, J. ; Turner, A. ; Turner, M. ; Lees, K.
Author_Institution :
Dept. of Comput. Sci., York Univ., UK
Abstract :
This paper describes the application of the relaxation by elimination (RBE) method to matching the 3D structure of molecules in chemical databases within the frame work of binary correlation matrix memories. The paper illustrates that, when combined with distributed representations, the method maps well onto these networks, allowing high performance implementation in parallel systems. It outlines the motivation, neural architecture and RBE method, and presents some results of matching small molecules against a database of 100,000 models
Keywords :
chemical engineering computing; AURA method; chemical databases; chemical structure matching; correlation matrix memories; molecular structures; neural networks; pattern matching; relaxation by elimination;
Conference_Titel :
Artificial Neural Networks, 1999. ICANN 99. Ninth International Conference on (Conf. Publ. No. 470)
Conference_Location :
Edinburgh
Print_ISBN :
0-85296-721-7
DOI :
10.1049/cp:19991179