{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,8]],"date-time":"2026-03-08T01:38:40Z","timestamp":1772933920837,"version":"3.50.1"},"reference-count":42,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T00:00:00Z","timestamp":1765152000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T00:00:00Z","timestamp":1765152000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000054","name":"National Cancer Institute","doi-asserted-by":"publisher","award":["P30CA033572"],"award-info":[{"award-number":["P30CA033572"]}],"id":[{"id":"10.13039\/100000054","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"NSF","doi-asserted-by":"publisher","award":["DMS-2523485,DMS-2533985,OAC-2530469,TIP-2333703,OAC-2530471,DMS-2533984"],"award-info":[{"award-number":["DMS-2523485,DMS-2533985,OAC-2530469,TIP-2333703,OAC-2530471,DMS-2533984"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,8]]},"DOI":"10.1109\/bigdata66926.2025.11402045","type":"proceedings-article","created":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T20:57:57Z","timestamp":1772830677000},"page":"3315-3324","source":"Crossref","is-referenced-by-count":0,"title":["Understanding the Impact of Environmental Contexts on Lung Cancer with Simplicial Representation Learning and Remote Sensing"],"prefix":"10.1109","author":[{"given":"Jiue-An","family":"Yang","sequence":"first","affiliation":[{"name":"Beckman Research Institute,City of Hope,USA"}]},{"given":"Yuzhou","family":"Chen","sequence":"additional","affiliation":[{"name":"University of California,Riverside,USA"}]},{"given":"Calvin","family":"Tribby","sequence":"additional","affiliation":[{"name":"Beckman Research Institute,City of Hope,USA"}]},{"given":"Loretta","family":"Erhunmwunsee","sequence":"additional","affiliation":[{"name":"Beckman Research Institute,City of Hope,USA"}]},{"given":"Caroline","family":"Thompson","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill,USA"}]},{"given":"Tarik","family":"Benmarhnia","sequence":"additional","affiliation":[{"name":"University of California,San Diego,USA"}]},{"given":"Hugo Kyo","family":"Lee","sequence":"additional","affiliation":[{"name":"NASA Jet Propulsion Lab,USA"}]},{"given":"Marta","family":"Jankowska","sequence":"additional","affiliation":[{"name":"Beckman Research Institute,City of Hope,USA"}]},{"given":"Yulia R.","family":"Gel","sequence":"additional","affiliation":[{"name":"Virginia Tech,USA"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.120"},{"key":"ref2","first-page":"1357","volume-title":"SIGKDD","author":"Albert","year":"2017"},{"key":"ref3","article-title":"Self-labelling via simultaneous clustering and representation learning","volume-title":"ICLR","author":"Asano","year":"2020"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-9012-9_18"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/eScience.2017.13"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2017.2693418"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i10.29026"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i6.20583"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/icassp49660.2025.10889624"},{"key":"ref10","article-title":"Simplicial neural networks","volume-title":"TDA & Beyond","author":"Ebli","year":"2020"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1023\/B:VISI.0000022288.19776.77"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref13","volume-title":"The theory and applications of harmonic integrals","author":"Hodge","year":"1989"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2025.109930"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.3390\/technologies9010002"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1117\/1.JRS.11.042618"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp1802313"},{"key":"ref18","article-title":"Semi-supervised classification with graph convolutional networks","volume-title":"ICLR","author":"Kipf","year":"2017"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.cities.2021.103385"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3342240"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/2.36"},{"key":"ref22","article-title":"Simplicial representation learning with neural k-forms","volume-title":"ICLR","author":"Maggs","year":"2024"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1177\/0033354919849882"},{"key":"ref24","article-title":"Position: Topological deep learning is the new frontier for relational learning","volume-title":"ICML","author":"Papamarkou","year":"2024"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1093\/jamiaopen\/ooaf059"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403168"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/IEEECONF60004.2024.10943073"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2013.01.007"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.3390\/rs13183603"},{"key":"ref30","first-page":"97","article-title":"A review of topological deep learning focused on simplicial complex and cell complex","volume":"29","author":"Seok","year":"2024","journal-title":"Journal of The Korea Society of Computer and Information"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.compenvurbsys.2022.101802"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1080\/28322134.2024.2394193"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.isprsjprs.2022.03.015"},{"key":"ref34","article-title":"Infograph: Unsupervised and semi-supervised graph-level representation learning via mutual information maximization","volume-title":"ICLR","author":"Sun","year":"2020"},{"key":"ref35","volume-title":"National walkability index user guide and methodology","author":"Thomas","year":"2017"},{"key":"ref36","first-page":"4","article-title":"Deep graph infomax","volume":"2","author":"Velickovic","year":"2019","journal-title":"ICLR"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1111\/mice.12623"},{"key":"ref38","first-page":"5453","article-title":"Representation learning on graphs with jumping knowledge networks","volume-title":"ICLR","author":"Xu","year":"2018"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3748636.3763225"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP43922.2022.9746017"},{"key":"ref41","first-page":"5812","article-title":"Graph contrastive learning with augmentations","volume":"33","author":"You","year":"2020","journal-title":"NeurIPS"},{"key":"ref42","article-title":"An empirical study of graph contrastive learning","volume-title":"Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track","author":"Zhu","year":"2021"}],"event":{"name":"2025 IEEE International Conference on Big Data (BigData)","location":"Macau, China","start":{"date-parts":[[2025,12,8]]},"end":{"date-parts":[[2025,12,11]]}},"container-title":["2025 IEEE International Conference on Big Data (BigData)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11400704\/11400712\/11402045.pdf?arnumber=11402045","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T06:55:19Z","timestamp":1772866519000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11402045\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,8]]},"references-count":42,"URL":"https:\/\/doi.org\/10.1109\/bigdata66926.2025.11402045","relation":{},"subject":[],"published":{"date-parts":[[2025,12,8]]}}}