V. Canals, A. Morro, A. Oliver, M. Alomar, J. Rosselló
{"title":"一种超高速、超低功耗数据挖掘的非常规计算技术","authors":"V. Canals, A. Morro, A. Oliver, M. Alomar, J. Rosselló","doi":"10.1109/PATMOS.2015.7347585","DOIUrl":null,"url":null,"abstract":"In this work we review the basic principles of stochastic logic and propose its application to probabilistic-based pattern-recognition analysis. The proposed technique is the implementation of a parallel comparison of data with respect to various pre-stored categories. We design smart pulse-based stochastic-logic blocks to provide an efficient pattern recognition analysis. The proposed architecture can speed-up the screening process of huge databases by two orders of magnitude with respect classical software-based solutions, thus implying a great improvement in terms of total performance (speed and power dissipation).","PeriodicalId":325869,"journal":{"name":"2015 25th International Workshop on Power and Timing Modeling, Optimization and Simulation (PATMOS)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"An unconventional computing technique for ultra-fast and ultra-low power data mining\",\"authors\":\"V. Canals, A. Morro, A. Oliver, M. Alomar, J. Rosselló\",\"doi\":\"10.1109/PATMOS.2015.7347585\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this work we review the basic principles of stochastic logic and propose its application to probabilistic-based pattern-recognition analysis. The proposed technique is the implementation of a parallel comparison of data with respect to various pre-stored categories. We design smart pulse-based stochastic-logic blocks to provide an efficient pattern recognition analysis. The proposed architecture can speed-up the screening process of huge databases by two orders of magnitude with respect classical software-based solutions, thus implying a great improvement in terms of total performance (speed and power dissipation).\",\"PeriodicalId\":325869,\"journal\":{\"name\":\"2015 25th International Workshop on Power and Timing Modeling, Optimization and Simulation (PATMOS)\",\"volume\":\"13 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-12-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 25th International Workshop on Power and Timing Modeling, Optimization and Simulation (PATMOS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PATMOS.2015.7347585\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 25th International Workshop on Power and Timing Modeling, Optimization and Simulation (PATMOS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PATMOS.2015.7347585","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
An unconventional computing technique for ultra-fast and ultra-low power data mining
In this work we review the basic principles of stochastic logic and propose its application to probabilistic-based pattern-recognition analysis. The proposed technique is the implementation of a parallel comparison of data with respect to various pre-stored categories. We design smart pulse-based stochastic-logic blocks to provide an efficient pattern recognition analysis. The proposed architecture can speed-up the screening process of huge databases by two orders of magnitude with respect classical software-based solutions, thus implying a great improvement in terms of total performance (speed and power dissipation).