{"title":"热带时间序列,迭代和特征和拟对称函数","authors":"J. Diehl, K. Ebrahimi-Fard, N. Tapia","doi":"10.1137/20M138004","DOIUrl":null,"url":null,"abstract":"Driven by the need for principled extraction of features from time series,we introduce the iterated-sums signature over any commutative semiring.The case of the tropical semiring is a central, and our motivating, example,as it leads to features of (real-valued) time series that are not easily availableusing existing signature-type objects.","PeriodicalId":48489,"journal":{"name":"SIAM Journal on Applied Algebra and Geometry","volume":null,"pages":null},"PeriodicalIF":1.6000,"publicationDate":"2020-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Tropical time series, iterated-sums signatures and quasisymmetric functions\",\"authors\":\"J. Diehl, K. Ebrahimi-Fard, N. Tapia\",\"doi\":\"10.1137/20M138004\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Driven by the need for principled extraction of features from time series,we introduce the iterated-sums signature over any commutative semiring.The case of the tropical semiring is a central, and our motivating, example,as it leads to features of (real-valued) time series that are not easily availableusing existing signature-type objects.\",\"PeriodicalId\":48489,\"journal\":{\"name\":\"SIAM Journal on Applied Algebra and Geometry\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":1.6000,\"publicationDate\":\"2020-09-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"SIAM Journal on Applied Algebra and Geometry\",\"FirstCategoryId\":\"100\",\"ListUrlMain\":\"https://doi.org/10.1137/20M138004\",\"RegionNum\":2,\"RegionCategory\":\"数学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATHEMATICS, APPLIED\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"SIAM Journal on Applied Algebra and Geometry","FirstCategoryId":"100","ListUrlMain":"https://doi.org/10.1137/20M138004","RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATHEMATICS, APPLIED","Score":null,"Total":0}
Tropical time series, iterated-sums signatures and quasisymmetric functions
Driven by the need for principled extraction of features from time series,we introduce the iterated-sums signature over any commutative semiring.The case of the tropical semiring is a central, and our motivating, example,as it leads to features of (real-valued) time series that are not easily availableusing existing signature-type objects.