{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,26]],"date-time":"2025-08-26T07:13:07Z","timestamp":1756192387085,"version":"3.37.3"},"reference-count":43,"publisher":"IEEE","license":[{"start":{"date-parts":[[2021,12,15]],"date-time":"2021-12-15T00:00:00Z","timestamp":1639526400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,12,15]],"date-time":"2021-12-15T00:00:00Z","timestamp":1639526400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,12,15]]},"DOI":"10.1109\/bigdata52589.2021.9671839","type":"proceedings-article","created":{"date-parts":[[2022,1,13]],"date-time":"2022-01-13T20:39:16Z","timestamp":1642106356000},"page":"3860-3864","source":"Crossref","is-referenced-by-count":5,"title":["Data Reduction and Feature Isolation for Computing Persistent Homology on High Dimensional Data"],"prefix":"10.1109","author":[{"given":"Rishi R.","family":"Verma","sequence":"first","affiliation":[{"name":"University of Cincinnati,Dept. of EECS,Cincinnati,OH,USA,45221"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicholas O.","family":"Malott","sequence":"additional","affiliation":[{"name":"University of Cincinnati,Dept. of EECS,Cincinnati,OH,USA,45221"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Philip A.","family":"Wilsey","sequence":"additional","affiliation":[{"name":"University of Cincinnati,Dept. of EECS,Cincinnati,OH,USA,45221"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"article-title":"Fast computation of persistent homology representatives with involuted persistent homology","year":"2021","author":"ufar","key":"ref39"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1088\/0266-5611\/27\/12\/124003"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-04099-8_7"},{"key":"ref32","first-page":"197","article-title":"Persistent homology computation with a twist","author":"chen","year":"2011","journal-title":"Proceedings 27th European Workshop on Computational Geometry (EuroCG&#x2019;11)"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s00454-008-9073-y"},{"article-title":"Ripser: efficient computation of vietoris-rips persistence barcodes","year":"2019","author":"bauer","key":"ref30"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-14031-0_31"},{"key":"ref36","article-title":"Topological estimation using witness complexes","author":"de silva","year":"2004","journal-title":"Eurographics Symposium on Point-Based Graphics ser SPBG &#x2019;04"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2018.8622440"},{"key":"ref34","article-title":"Subsampling methods for persistent homology","author":"chazal","year":"2015","journal-title":"International Conference on Machine Learning ser ICML 2015"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-007-0056-x"},{"key":"ref40","article-title":"Ripserer.jl: flexible and efficient persistent homology computation in julia","volume":"5","author":"ufar","year":"2020","journal-title":"Journal of Open Source Software"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1017\/S0962492914000051"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1313480110"},{"key":"ref13","first-page":"6:1","article-title":"Protein classification with improved topo-logical data analysis","author":"dey","year":"2019","journal-title":"18th International Workshop on Algorithms in Bioinformatics ser WABI 2018"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/IPSN.2005.1440933"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1088\/1742-5468\/2009\/03\/P03034"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1126\/scitranslmed.aaa9364"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW51313.2020.00090"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"7265","DOI":"10.1073\/pnas.1102826108","article-title":"Topology based data analysis identifies a subgroup of breast cancers with a unique mutational profile and excellent survival","volume":"8","author":"nicolau","year":"2011","journal-title":"Proceedings of the National Academy of Sciences"},{"key":"ref19","first-page":"10:1","article-title":"Dimensionality reduction for k-distance applied to persistent homology","author":"arya","year":"2020","journal-title":"36th International Symposium on Computational Geometry ser SoCG 2020"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/s00453-014-9887-3"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1140\/epjds\/s13688-017-0109-5"},{"key":"ref27","article-title":"Simba: An efficient tool for approximating rips-filtration persistence via simplicial batch-collapse","author":"dey","year":"2016","journal-title":"24th Annual European Symposium on Algorithms (ESA 2016)"},{"key":"ref3","first-page":"1","article-title":"Persistent homology: a step-by-step introduction for newcomers","author":"fugacci","year":"2016","journal-title":"Smart Tools and Apps for Graphics - Eurographics Italian Chapter Conference"},{"key":"ref6","first-page":"1953","article-title":"Persistent homology: An introduction and a new text representation for natural language processing","author":"zhu","year":"2013","journal-title":"IJCAI"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-40450-4_59"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3275996"},{"key":"ref8","article-title":"A topological approach for protein classification","volume":"3","author":"cang","year":"2015","journal-title":"Molecular Based Mathematical Biology"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1214\/15-AOAS886"},{"article-title":"An introduction to topological data analysis: Fundamental and practical aspects for data scientists","year":"2017","author":"chazal","key":"ref2"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.cels.2016.05.008"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1090\/S0273-0979-09-01249-X"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/SSP.2014.6884586"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12655"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/2582112.2582126"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/BigData50022.2020.9378216"},{"journal-title":"Computational Topology An Introduction","year":"2010","author":"edelsbrunner","key":"ref24"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCSW.2011.20"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1090\/conm\/453\/08802"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s00454-011-9357-5"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/377939.377946"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.cag.2010.03.007"}],"event":{"name":"2021 IEEE International Conference on Big Data (Big Data)","start":{"date-parts":[[2021,12,15]]},"location":"Orlando, FL, USA","end":{"date-parts":[[2021,12,18]]}},"container-title":["2021 IEEE International Conference on Big Data (Big Data)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9671263\/9671273\/09671839.pdf?arnumber=9671839","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T21:18:31Z","timestamp":1656364711000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9671839\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,15]]},"references-count":43,"URL":"https:\/\/doi.org\/10.1109\/bigdata52589.2021.9671839","relation":{},"subject":[],"published":{"date-parts":[[2021,12,15]]}}}