{"title":"复杂的人工免疫系统","authors":"Wei Wang, Shangce Gao, Zheng Tang","doi":"10.1109/ICNC.2008.263","DOIUrl":null,"url":null,"abstract":"Artificial immune system (AIS) is a recently developed evolutionary technique inspired by the theory or immunology. It is a powerful method for pattern recognition due to its self learning capability and memory acquisition. In this paper, we propose a complex artificial immune system (CAIS) based on an immune mechanism which emphasizes the antigen-presenting process during the immune response. The patterns encountered by the immune system are manipulated and memorized as complex styles. Compared with the traditional binary immune systems, the CAIS has a characteristic of invariant feature to recognize transformation,such as translation, scale or rotation ofpatterns. Simulation results based on arabic numerals show that the CAIS has a better acquisition of immune memory and noisy tolerance ability.","PeriodicalId":6404,"journal":{"name":"2008 Fourth International Conference on Natural Computation","volume":"63 1","pages":"597-601"},"PeriodicalIF":0.0000,"publicationDate":"2008-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"13","resultStr":"{\"title\":\"A Complex Artificial Immune System\",\"authors\":\"Wei Wang, Shangce Gao, Zheng Tang\",\"doi\":\"10.1109/ICNC.2008.263\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Artificial immune system (AIS) is a recently developed evolutionary technique inspired by the theory or immunology. It is a powerful method for pattern recognition due to its self learning capability and memory acquisition. In this paper, we propose a complex artificial immune system (CAIS) based on an immune mechanism which emphasizes the antigen-presenting process during the immune response. The patterns encountered by the immune system are manipulated and memorized as complex styles. Compared with the traditional binary immune systems, the CAIS has a characteristic of invariant feature to recognize transformation,such as translation, scale or rotation ofpatterns. Simulation results based on arabic numerals show that the CAIS has a better acquisition of immune memory and noisy tolerance ability.\",\"PeriodicalId\":6404,\"journal\":{\"name\":\"2008 Fourth International Conference on Natural Computation\",\"volume\":\"63 1\",\"pages\":\"597-601\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2008-10-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"13\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2008 Fourth International Conference on Natural Computation\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICNC.2008.263\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2008 Fourth International Conference on Natural Computation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICNC.2008.263","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Artificial immune system (AIS) is a recently developed evolutionary technique inspired by the theory or immunology. It is a powerful method for pattern recognition due to its self learning capability and memory acquisition. In this paper, we propose a complex artificial immune system (CAIS) based on an immune mechanism which emphasizes the antigen-presenting process during the immune response. The patterns encountered by the immune system are manipulated and memorized as complex styles. Compared with the traditional binary immune systems, the CAIS has a characteristic of invariant feature to recognize transformation,such as translation, scale or rotation ofpatterns. Simulation results based on arabic numerals show that the CAIS has a better acquisition of immune memory and noisy tolerance ability.