{"title":"Persistence kernels for classification: A comparative study","authors":"Cinzia Bandiziol, Stefano De Marchi","doi":"arxiv-2408.07090","DOIUrl":null,"url":null,"abstract":"The aim of the present work is a comparative study of different persistence\nkernels applied to various classification problems. After some necessary\npreliminaries on homology and persistence diagrams, we introduce five different\nkernels that are then used to compare their performances of classification on\nvarious datasets. We also provide the Python codes for the reproducibility of\nresults.","PeriodicalId":501119,"journal":{"name":"arXiv - MATH - Algebraic Topology","volume":"42 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Algebraic Topology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.07090","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The aim of the present work is a comparative study of different persistence
kernels applied to various classification problems. After some necessary
preliminaries on homology and persistence diagrams, we introduce five different
kernels that are then used to compare their performances of classification on
various datasets. We also provide the Python codes for the reproducibility of
results.
京公网安备 11010802042870号
京ICP备2023020795号-1
分享
求助内容：
应助结果提醒方式：
扫码关注我们
