{"title":"神经形态计算概览:数据科学视角","authors":"Kasey Clark, Yalong Wu","doi":"10.1109/CCAI57533.2023.10201289","DOIUrl":null,"url":null,"abstract":"Neuromorphic computing utilizes memristors to mimic biological neurons and processes data in brain-like way. Given the intrinsic benefits of non-volatile high-density memory, bio-compatibility, and energy efficiency of memristors, neuro-morphic computing has opened many opportunities for various fields of data science. In this paper, we conduct a brief survey of neuromorphic computing through the lens of data storage, data processing, artificial intelligence, and data security and privacy.","PeriodicalId":285760,"journal":{"name":"2023 IEEE 3rd International Conference on Computer Communication and Artificial Intelligence (CCAI)","volume":"51 22","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Survey of Neuromorphic Computing: A Data Science Perspective\",\"authors\":\"Kasey Clark, Yalong Wu\",\"doi\":\"10.1109/CCAI57533.2023.10201289\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Neuromorphic computing utilizes memristors to mimic biological neurons and processes data in brain-like way. Given the intrinsic benefits of non-volatile high-density memory, bio-compatibility, and energy efficiency of memristors, neuro-morphic computing has opened many opportunities for various fields of data science. In this paper, we conduct a brief survey of neuromorphic computing through the lens of data storage, data processing, artificial intelligence, and data security and privacy.\",\"PeriodicalId\":285760,\"journal\":{\"name\":\"2023 IEEE 3rd International Conference on Computer Communication and Artificial Intelligence (CCAI)\",\"volume\":\"51 22\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-05-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 IEEE 3rd International Conference on Computer Communication and Artificial Intelligence (CCAI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CCAI57533.2023.10201289\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 IEEE 3rd International Conference on Computer Communication and Artificial Intelligence (CCAI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCAI57533.2023.10201289","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Survey of Neuromorphic Computing: A Data Science Perspective
Neuromorphic computing utilizes memristors to mimic biological neurons and processes data in brain-like way. Given the intrinsic benefits of non-volatile high-density memory, bio-compatibility, and energy efficiency of memristors, neuro-morphic computing has opened many opportunities for various fields of data science. In this paper, we conduct a brief survey of neuromorphic computing through the lens of data storage, data processing, artificial intelligence, and data security and privacy.