A study of monodromy in the computation of multidimensional persistence
Contributo in Atti di convegno
Data di Pubblicazione:
2013
Abstract:
The computation of multidimensional persistent Betti numbers
for a sublevel filtration on a suitable topological space equipped with
a Rn-valued continuous filtering function can be reduced to the problem
of computing persistent Betti numbers for a parameterized family of
one-dimensional filtering functions. A notion of continuity for points in
persistence diagrams exists over this parameter space excluding a discrete
number of so-called singular parameter values. We have identified
instances of nontrivial monodromy over loops in nonsingular parameter
space. In other words, following cornerpoints of the persistence diagrams
along nontrivial loops can result in them switching places. This has an
important incidence, e.g., in computer-assisted shape recognition, as we
believe that new, improved distances between shape signatures can be
defined by considering continuous families of matchings between cornerpoints
along paths in nonsingular parameter space. Considering that
nonhomotopic paths may yield different matchings will therefore be necessary.
In this contribution we will discuss theoretical properties of the
monodromy in question and give an example of a filtration in which it
can be shown to be nontrivial.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
Persistence diagram; topological persistence; multifiltration
Elenco autori:
Cerri, Andrea
Link alla scheda completa:
Titolo del libro:
DGCI 2013