Automatic synthesis of associative memories through genetic programming: A first co-evolutionary approach

Juan Villegas-Cortez; Gustavo Olague; Carlos Aviles; Humberto Sossa; Andres Ferreyra

doi:10.1007/978-3-642-12239-2_36

Automatic synthesis of associative memories through genetic programming: A first co-evolutionary approach

Juan Villegas-Cortez, Gustavo Olague, Carlos Aviles, Humberto Sossa, Andres Ferreyra

Centro de Investigación en Computación (CIC)

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

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.

Original language	English
Title of host publication	Applications of Evolutionary Computation - EvoApplicatons 2010
Subtitle of host publication	EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, Proceedings
Publisher	Springer Verlag
Pages	344-351
Number of pages	8
Edition	PART 1
ISBN (Print)	3642122388, 9783642122385
DOIs	https://doi.org/10.1007/978-3-642-12239-2_36
State	Published - 2010
Event	EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, EvoApplicatons 2010 - Istanbul, Turkey Duration: 7 Apr 2010 → 9 Apr 2010

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Number	PART 1
Volume	6024 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, EvoApplicatons 2010
Country/Territory	Turkey
City	Istanbul
Period	7/04/10 → 9/04/10

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10.1007/978-3-642-12239-2_36

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Villegas-Cortez, J., Olague, G., Aviles, C., Sossa, H., & Ferreyra, A. (2010). Automatic synthesis of associative memories through genetic programming: A first co-evolutionary approach. In Applications of Evolutionary Computation - EvoApplicatons 2010: EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, Proceedings (PART 1 ed., pp. 344-351). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6024 LNCS, No. PART 1). Springer Verlag. https://doi.org/10.1007/978-3-642-12239-2_36

Villegas-Cortez, Juan ; Olague, Gustavo ; Aviles, Carlos et al. / Automatic synthesis of associative memories through genetic programming : A first co-evolutionary approach. Applications of Evolutionary Computation - EvoApplicatons 2010: EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, Proceedings. PART 1. ed. Springer Verlag, 2010. pp. 344-351 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1).

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abstract = "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.",

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Villegas-Cortez, J, Olague, G, Aviles, C, Sossa, H & Ferreyra, A 2010, Automatic synthesis of associative memories through genetic programming: A first co-evolutionary approach. in Applications of Evolutionary Computation - EvoApplicatons 2010: EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, Proceedings. PART 1 edn, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), no. PART 1, vol. 6024 LNCS, Springer Verlag, pp. 344-351, EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, EvoApplicatons 2010, Istanbul, Turkey, 7/04/10. https://doi.org/10.1007/978-3-642-12239-2_36

Automatic synthesis of associative memories through genetic programming: A first co-evolutionary approach. / Villegas-Cortez, Juan; Olague, Gustavo; Aviles, Carlos et al.
Applications of Evolutionary Computation - EvoApplicatons 2010: EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, Proceedings. PART 1. ed. Springer Verlag, 2010. p. 344-351 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6024 LNCS, No. PART 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Sossa, Humberto

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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.

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Villegas-Cortez J, Olague G, Aviles C, Sossa H, Ferreyra A. Automatic synthesis of associative memories through genetic programming: A first co-evolutionary approach. In Applications of Evolutionary Computation - EvoApplicatons 2010: EvoCOMPLEX, EvoGAMES, EvoIASP, EvoINTELLIGENCE, EvoNUM, and EvoSTOC, Proceedings. PART 1 ed. Springer Verlag. 2010. p. 344-351. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1). doi: 10.1007/978-3-642-12239-2_36

Automatic synthesis of associative memories through genetic programming: A first co-evolutionary approach

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