Title :
Space/time trade-offs for associative memory
Author :
Grove, Adam J. ; Jacobs, David W.
Author_Institution :
NEC Res. Inst., Princeton, NJ, USA
Abstract :
In any storage scheme, there is some trade-off between the space used (size of memory) and access time. However, the nature of this trade-off seems to depend on more than just what is being stored-it also depends the types of queries we consider. We justify this claim by considering a particular memory model and contrast recognition (membership queries) with associative recall. We show that the latter task can require exponentially larger memories even when identical information is stored
Keywords :
associative processing; content-addressable storage; neural nets; pattern matching; set theory; access time; associative memory; associative recall; membership query; memory space; set theory; storage scheme; Associative memory; Books; Computational modeling; Computer science; Humans; Information retrieval; Jacobian matrices; Length measurement; National electric code; Particle measurements;
Conference_Titel :
Pattern Recognition, 1996., Proceedings of the 13th International Conference on
Conference_Location :
Vienna
Print_ISBN :
0-8186-7282-X
DOI :
10.1109/ICPR.1996.547434