Apostolos Galanopoulos, G. Iosifidis, T. Salonidis
{"title":"物联网的协同分析","authors":"Apostolos Galanopoulos, G. Iosifidis, T. Salonidis","doi":"10.1145/3323679.3326631","DOIUrl":null,"url":null,"abstract":"We study the problem of cooperative execution of IoT data analytics at the edge nodes. We propose an auction mechanism that allows the nodes to trade their tasks in a way that optimizes execution accuracy and delay, without requiring information about the nodes' accuracy/delay priorities, and yields the optimal task outsourcing policy. Testbed-driven evaluation shows gains in both accuracy and delay compared to heuristic/greedy policies.","PeriodicalId":205641,"journal":{"name":"Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Cooperative Analytics for the Internet of Things\",\"authors\":\"Apostolos Galanopoulos, G. Iosifidis, T. Salonidis\",\"doi\":\"10.1145/3323679.3326631\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We study the problem of cooperative execution of IoT data analytics at the edge nodes. We propose an auction mechanism that allows the nodes to trade their tasks in a way that optimizes execution accuracy and delay, without requiring information about the nodes' accuracy/delay priorities, and yields the optimal task outsourcing policy. Testbed-driven evaluation shows gains in both accuracy and delay compared to heuristic/greedy policies.\",\"PeriodicalId\":205641,\"journal\":{\"name\":\"Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing\",\"volume\":\"18 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-07-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3323679.3326631\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3323679.3326631","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
We study the problem of cooperative execution of IoT data analytics at the edge nodes. We propose an auction mechanism that allows the nodes to trade their tasks in a way that optimizes execution accuracy and delay, without requiring information about the nodes' accuracy/delay priorities, and yields the optimal task outsourcing policy. Testbed-driven evaluation shows gains in both accuracy and delay compared to heuristic/greedy policies.