TY - GEN
T1 - On rectangle-decomposable 2-parameter persistence modules
AU - Botnan, Magnus Bakke
AU - Lebovici, Vadim
AU - Oudot, Steve
PY - 2020
Y1 - 2020
N2 - This paper addresses two questions: (1) can we identify a sensible class of 2-parameter persistence modules on which the rank invariant is complete? (2) can we determine efficiently whether a given 2-parameter persistence module belongs to this class? We provide positive answers to both questions, and our class of interest is that of rectangle-decomposable modules. Our contributions include: (a) a proof that the rank invariant is complete on rectangle-decomposable modules, together with an inclusion-exclusion formula for counting the multiplicities of the summands; (b) algorithms to check whether a module induced in homology by a bifiltration is rectangle-decomposable, and to decompose it in the affirmative, with a better complexity than state-of-the-art decomposition methods for general 2-parameter persistence modules. Our algorithms are backed up by a new structure theorem, whereby a 2-parameter persistence module is rectangle-decomposable if, and only if, its restrictions to squares are. This local condition is key to the efficiency of our algorithms, and it generalizes previous conditions from the class of block-decomposable modules to the larger one of rectangle-decomposable modules. It also admits an algebraic formulation that turns out to be a weaker version of the one for block-decomposability. Our analysis focuses on the case of modules indexed over finite grids, the more general cases are left as future work.
AB - This paper addresses two questions: (1) can we identify a sensible class of 2-parameter persistence modules on which the rank invariant is complete? (2) can we determine efficiently whether a given 2-parameter persistence module belongs to this class? We provide positive answers to both questions, and our class of interest is that of rectangle-decomposable modules. Our contributions include: (a) a proof that the rank invariant is complete on rectangle-decomposable modules, together with an inclusion-exclusion formula for counting the multiplicities of the summands; (b) algorithms to check whether a module induced in homology by a bifiltration is rectangle-decomposable, and to decompose it in the affirmative, with a better complexity than state-of-the-art decomposition methods for general 2-parameter persistence modules. Our algorithms are backed up by a new structure theorem, whereby a 2-parameter persistence module is rectangle-decomposable if, and only if, its restrictions to squares are. This local condition is key to the efficiency of our algorithms, and it generalizes previous conditions from the class of block-decomposable modules to the larger one of rectangle-decomposable modules. It also admits an algebraic formulation that turns out to be a weaker version of the one for block-decomposability. Our analysis focuses on the case of modules indexed over finite grids, the more general cases are left as future work.
KW - Multiparameter persistence
KW - Rank invariant
KW - Topological data analysis
UR - http://www.scopus.com/inward/record.url?scp=85086498790&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85086498790&partnerID=8YFLogxK
U2 - 10.4230/LIPIcs.SoCG.2020.22
DO - 10.4230/LIPIcs.SoCG.2020.22
M3 - Conference contribution
AN - SCOPUS:85086498790
T3 - Leibniz International Proceedings in Informatics, LIPIcs
SP - 1
EP - 16
BT - 36th International Symposium on Computational Geometry, SoCG 2020
A2 - Cabello, Sergio
A2 - Chen, Danny Z.
PB - Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
T2 - 36th International Symposium on Computational Geometry, SoCG 2020
Y2 - 23 June 2020 through 26 June 2020
ER -