The paper is well written and offers a good overview over the author's pipeline and experiments. Code for the paper is available online - but won't run. Also it seems to be python2 code.
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%0 Conference Paper
%1 conf/cvpr/SeverskyDB16
%A Seversky, Lee M.
%A Davis, Shelby
%A Berger, Matthew
%B CVPR Workshops
%D 2016
%I IEEE Computer Society
%K
%P 1014-1022
%T On Time-Series Topological Data Analysis: New Data and Opportunities.
%U http://dblp.uni-trier.de/db/conf/cvpr/cvprw2016.html#SeverskyDB16
%@ 978-1-5090-1437-8
@inproceedings{conf/cvpr/SeverskyDB16,
added-at = {2020-01-20T08:16:21.000+0100},
author = {Seversky, Lee M. and Davis, Shelby and Berger, Matthew},
biburl = {https://www.bibsonomy.org/bibtex/23d9aa584c78655c0e8e794486ab4ed93/annakrause},
booktitle = {CVPR Workshops},
crossref = {conf/cvpr/2016w},
ee = {http://doi.ieeecomputersociety.org/10.1109/CVPRW.2016.131},
interhash = {21bbd396a911fb8e95c3074674e93105},
intrahash = {3d9aa584c78655c0e8e794486ab4ed93},
isbn = {978-1-5090-1437-8},
keywords = {},
pages = {1014-1022},
publisher = {IEEE Computer Society},
timestamp = {2020-01-20T08:16:21.000+0100},
title = {On Time-Series Topological Data Analysis: New Data and Opportunities.},
url = {http://dblp.uni-trier.de/db/conf/cvpr/cvprw2016.html#SeverskyDB16},
year = 2016
}