TY - GEN
T1 - Persistence Diagrams as Diagrams
T2 - Abel Symposium, 2018
AU - Bauer, Ulrich
AU - Lesnick, Michael
N1 - Publisher Copyright:
© 2020, Springer Nature Switzerland AG.
PY - 2020
Y1 - 2020
N2 - Persistent homology, a central tool of topological data analysis, provides invariants of data called barcodes (also known as persistence diagrams). A barcode is simply a multiset of intervals on the real line. Recent work of Edelsbrunner, Jablonski, and Mrozek suggests an equivalent description of barcodes as functors R →Mch, where R is the poset category of real numbers and Mch is the category whose objects are sets and whose morphisms are matchings (i.e., partial injective functions). Such functors form a category MchR whose morphisms are the natural transformations. Thus, this interpretation of barcodes gives us a hitherto unstudied categorical structure on barcodes. We show that this categorical structure leads to surprisingly simple reformulations of both the well-known stability theorem for persistent homology and a recent generalization called the induced matching theorem. These reformulations make clear for the first time that both of these results can be understood as the preservation of certain categorical structure. We also show that this perspective leads to a more systematic variant of the proof of the induced matching theorem.
AB - Persistent homology, a central tool of topological data analysis, provides invariants of data called barcodes (also known as persistence diagrams). A barcode is simply a multiset of intervals on the real line. Recent work of Edelsbrunner, Jablonski, and Mrozek suggests an equivalent description of barcodes as functors R →Mch, where R is the poset category of real numbers and Mch is the category whose objects are sets and whose morphisms are matchings (i.e., partial injective functions). Such functors form a category MchR whose morphisms are the natural transformations. Thus, this interpretation of barcodes gives us a hitherto unstudied categorical structure on barcodes. We show that this categorical structure leads to surprisingly simple reformulations of both the well-known stability theorem for persistent homology and a recent generalization called the induced matching theorem. These reformulations make clear for the first time that both of these results can be understood as the preservation of certain categorical structure. We also show that this perspective leads to a more systematic variant of the proof of the induced matching theorem.
UR - http://www.scopus.com/inward/record.url?scp=85087755910&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-43408-3_3
DO - 10.1007/978-3-030-43408-3_3
M3 - Conference contribution
AN - SCOPUS:85087755910
SN - 9783030434076
T3 - Abel Symposia
SP - 67
EP - 96
BT - Topological Data Analysis - The Abel Symposium, 2018
A2 - Baas, Nils A.
A2 - Quick, Gereon
A2 - Szymik, Markus
A2 - Thaule, Marius
A2 - Carlsson, Gunnar E.
PB - Springer
Y2 - 4 June 2018 through 8 June 2018
ER -