TY - GEN
T1 - Automatic synthesis of associative memories through genetic programming
T2 - EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, EvoApplicatons 2010
AU - Villegas-Cortez, Juan
AU - Olague, Gustavo
AU - Aviles, Carlos
AU - Sossa, Humberto
AU - Ferreyra, Andres
PY - 2010
Y1 - 2010
N2 - Associative Memories (AMs) are mathematical structures specially designed to associate input patterns with output patterns within a single stage. Since the last fifty years all reported AMs have been manually designed. The paper describes a Genetic Programming based methodology able to create a process for the automatic synthesis of AMs. It paves a new area of research that permits for the first time to propose new AMs for solving specific problems. In order to test our methodology we study the application of AMs for real value patterns. The results illustrate that it is possible to automatically generate AMs that achieve good recall performance for problems commonly used in pattern recognition research.
AB - Associative Memories (AMs) are mathematical structures specially designed to associate input patterns with output patterns within a single stage. Since the last fifty years all reported AMs have been manually designed. The paper describes a Genetic Programming based methodology able to create a process for the automatic synthesis of AMs. It paves a new area of research that permits for the first time to propose new AMs for solving specific problems. In order to test our methodology we study the application of AMs for real value patterns. The results illustrate that it is possible to automatically generate AMs that achieve good recall performance for problems commonly used in pattern recognition research.
UR - http://www.scopus.com/inward/record.url?scp=77952389340&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-12239-2_36
DO - 10.1007/978-3-642-12239-2_36
M3 - Contribución a la conferencia
SN - 3642122388
SN - 9783642122385
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 344
EP - 351
BT - Applications of Evolutionary Computation - EvoApplicatons 2010
PB - Springer Verlag
Y2 - 7 April 2010 through 9 April 2010
ER -