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Computing Interleaving and Bottleneck Distance for 2-D Interval Decomposable Modules Dey, Tamal
Description
Computation of the interleaving distance between persistence modules is
a central task in topological data analysis. For $1$-D persistence
modules, thanks to the isometry theorem, this can be done by computing
the bottleneck distance with known efficient algorithms. The question is
open for most $n$-D persistence modules, $n>1$, because of the well
recognized complications of the indecomposables. Here, we consider a
reasonably complicated class called {\em $2$-D interval decomposable}
modules whose indecomposables may have a description of non-constant
complexity. We present a polynomial time algorithm to compute the
interleaving distance between two such indecomposables. This leads to a
polynomial time algorithm for computing the bottleneck distance between
two $2$-D interval decomposable modules, which bounds their interleaving
distance from above. We give another algorithm to compute a new
distance called {\em dimension distance} that bounds it from below.
Item Metadata
| Title |
Computing Interleaving and Bottleneck Distance for 2-D Interval Decomposable Modules
|
| Creator | |
| Publisher |
Banff International Research Station for Mathematical Innovation and Discovery
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| Date Issued |
2018-08-07T11:32
|
| Description |
Computation of the interleaving distance between persistence modules is
a central task in topological data analysis. For $1$-D persistence
modules, thanks to the isometry theorem, this can be done by computing
the bottleneck distance with known efficient algorithms. The question is
open for most $n$-D persistence modules, $n>1$, because of the well
recognized complications of the indecomposables. Here, we consider a
reasonably complicated class called {\em $2$-D interval decomposable}
modules whose indecomposables may have a description of non-constant
complexity. We present a polynomial time algorithm to compute the
interleaving distance between two such indecomposables. This leads to a
polynomial time algorithm for computing the bottleneck distance between
two $2$-D interval decomposable modules, which bounds their interleaving
distance from above. We give another algorithm to compute a new
distance called {\em dimension distance} that bounds it from below.
|
| Extent |
28.0
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| Subject | |
| Type | |
| File Format |
video/mp4
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| Language |
eng
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| Notes |
Author affiliation: Ohio State University
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| Series | |
| Date Available |
2019-03-23
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| Provider |
Vancouver : University of British Columbia Library
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| Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
|
| DOI |
10.14288/1.0377386
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| URI | |
| Affiliation | |
| Peer Review Status |
Unreviewed
|
| Scholarly Level |
Faculty
|
| Rights URI | |
| Aggregated Source Repository |
DSpace
|
Item Media
Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivatives 4.0 International