{"title":"计算多参数持久性的 $γ$ 线性投影条形码","authors":"Alex Fernandes, Steve Oudot, Francois Petit","doi":"arxiv-2408.01065","DOIUrl":null,"url":null,"abstract":"The $\\gamma$-linear projected barcode was recently introduced as an\nalternative to the well-known fibered barcode for multiparameter persistence,\nin which restrictions of the modules to lines are replaced by pushforwards of\nthe modules along linear forms in the polar of some fixed cone $\\gamma$. So\nfar, the computation of the $\\gamma$-linear projected barcode has only been\nstudied in the functional setting, in which persistence modules come from the\npersistent cohomology of $\\mathbb{R}^n$-valued functions. Here we develop a\nmethod that works in the algebraic setting directly, for any multiparameter\npersistence module over $\\mathbb{R}^n$ that is given via a finite free\nresolution. Our approach is similar to that of RIVET: first, it pre-processes\nthe resolution to build an arrangement in the dual of $\\mathbb{R}^n$ and a\nbarcode template in each face of the arrangement; second, given any query\nlinear form $u$ in the polar of $\\gamma$, it locates $u$ within the arrangement\nto produce the corresponding barcode efficiently. While our theoretical\ncomplexity bounds are similar to the ones of RIVET, our arrangement turns out\nto be simpler thanks to the linear structure of the space of linear forms. Our\ntheoretical analysis combines sheaf-theoretic and module-theoretic techniques,\nshowing that multiparameter persistence modules can be converted into a special\ntype of complexes of sheaves on vector spaces called conic-complexes, whose\nderived pushforwards by linear forms have predictable barcodes.","PeriodicalId":501119,"journal":{"name":"arXiv - MATH - Algebraic Topology","volume":"75 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Computation of $γ$-linear projected barcodes for multiparameter persistence\",\"authors\":\"Alex Fernandes, Steve Oudot, Francois Petit\",\"doi\":\"arxiv-2408.01065\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The $\\\\gamma$-linear projected barcode was recently introduced as an\\nalternative to the well-known fibered barcode for multiparameter persistence,\\nin which restrictions of the modules to lines are replaced by pushforwards of\\nthe modules along linear forms in the polar of some fixed cone $\\\\gamma$. So\\nfar, the computation of the $\\\\gamma$-linear projected barcode has only been\\nstudied in the functional setting, in which persistence modules come from the\\npersistent cohomology of $\\\\mathbb{R}^n$-valued functions. Here we develop a\\nmethod that works in the algebraic setting directly, for any multiparameter\\npersistence module over $\\\\mathbb{R}^n$ that is given via a finite free\\nresolution. Our approach is similar to that of RIVET: first, it pre-processes\\nthe resolution to build an arrangement in the dual of $\\\\mathbb{R}^n$ and a\\nbarcode template in each face of the arrangement; second, given any query\\nlinear form $u$ in the polar of $\\\\gamma$, it locates $u$ within the arrangement\\nto produce the corresponding barcode efficiently. While our theoretical\\ncomplexity bounds are similar to the ones of RIVET, our arrangement turns out\\nto be simpler thanks to the linear structure of the space of linear forms. Our\\ntheoretical analysis combines sheaf-theoretic and module-theoretic techniques,\\nshowing that multiparameter persistence modules can be converted into a special\\ntype of complexes of sheaves on vector spaces called conic-complexes, whose\\nderived pushforwards by linear forms have predictable barcodes.\",\"PeriodicalId\":501119,\"journal\":{\"name\":\"arXiv - MATH - Algebraic Topology\",\"volume\":\"75 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-02\",\"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-2408.01065\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Algebraic Topology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.01065","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Computation of $γ$-linear projected barcodes for multiparameter persistence
The $\gamma$-linear projected barcode was recently introduced as an
alternative to the well-known fibered barcode for multiparameter persistence,
in which restrictions of the modules to lines are replaced by pushforwards of
the modules along linear forms in the polar of some fixed cone $\gamma$. So
far, the computation of the $\gamma$-linear projected barcode has only been
studied in the functional setting, in which persistence modules come from the
persistent cohomology of $\mathbb{R}^n$-valued functions. Here we develop a
method that works in the algebraic setting directly, for any multiparameter
persistence module over $\mathbb{R}^n$ that is given via a finite free
resolution. Our approach is similar to that of RIVET: first, it pre-processes
the resolution to build an arrangement in the dual of $\mathbb{R}^n$ and a
barcode template in each face of the arrangement; second, given any query
linear form $u$ in the polar of $\gamma$, it locates $u$ within the arrangement
to produce the corresponding barcode efficiently. While our theoretical
complexity bounds are similar to the ones of RIVET, our arrangement turns out
to be simpler thanks to the linear structure of the space of linear forms. Our
theoretical analysis combines sheaf-theoretic and module-theoretic techniques,
showing that multiparameter persistence modules can be converted into a special
type of complexes of sheaves on vector spaces called conic-complexes, whose
derived pushforwards by linear forms have predictable barcodes.