{"title":"没有权衡的模式识别:不影响速度的可扩展精度","authors":"Richard K. Dove","doi":"10.1109/CATCH.2009.31","DOIUrl":null,"url":null,"abstract":"Automated recognition of patterns in data is constrained by tradeoffs among speed, cost, and accuracy. A new reconfigurable VLSI processor architecture decouples the speed/accuracy tradeoff, and renders the cost/accuracy tradeoff negligible, enabling new performance and new applications. The architecture features massively-parallel, dynamically configurable finite-state-machines which simultaneously process the same data stream. Low cost VLSI fabrication, unbounded scalability, and high speed constant-rate throughput independent of pattern number and complexity breaks current trade space constraints. This paper introduces features of the processor architecture responsible for the decoupling, and shows how current tradeoff structure is altered.","PeriodicalId":130933,"journal":{"name":"2009 Cybersecurity Applications & Technology Conference for Homeland Security","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Pattern Recognition without Tradeoffs: Scalable Accuracy with No Impact on Speed\",\"authors\":\"Richard K. Dove\",\"doi\":\"10.1109/CATCH.2009.31\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Automated recognition of patterns in data is constrained by tradeoffs among speed, cost, and accuracy. A new reconfigurable VLSI processor architecture decouples the speed/accuracy tradeoff, and renders the cost/accuracy tradeoff negligible, enabling new performance and new applications. The architecture features massively-parallel, dynamically configurable finite-state-machines which simultaneously process the same data stream. Low cost VLSI fabrication, unbounded scalability, and high speed constant-rate throughput independent of pattern number and complexity breaks current trade space constraints. This paper introduces features of the processor architecture responsible for the decoupling, and shows how current tradeoff structure is altered.\",\"PeriodicalId\":130933,\"journal\":{\"name\":\"2009 Cybersecurity Applications & Technology Conference for Homeland Security\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2009-03-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2009 Cybersecurity Applications & Technology Conference for Homeland Security\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CATCH.2009.31\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 Cybersecurity Applications & Technology Conference for Homeland Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CATCH.2009.31","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Pattern Recognition without Tradeoffs: Scalable Accuracy with No Impact on Speed
Automated recognition of patterns in data is constrained by tradeoffs among speed, cost, and accuracy. A new reconfigurable VLSI processor architecture decouples the speed/accuracy tradeoff, and renders the cost/accuracy tradeoff negligible, enabling new performance and new applications. The architecture features massively-parallel, dynamically configurable finite-state-machines which simultaneously process the same data stream. Low cost VLSI fabrication, unbounded scalability, and high speed constant-rate throughput independent of pattern number and complexity breaks current trade space constraints. This paper introduces features of the processor architecture responsible for the decoupling, and shows how current tradeoff structure is altered.