{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,4]],"date-time":"2025-07-04T06:16:49Z","timestamp":1751609809894,"version":"3.41.0"},"reference-count":64,"publisher":"Association for Computing Machinery (ACM)","issue":"CSCW1","license":[{"start":{"date-parts":[[2023,4,14]],"date-time":"2023-04-14T00:00:00Z","timestamp":1681430400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"General Program","award":["No. 21ZR1403300"],"award-info":[{"award-number":["No. 21ZR1403300"]}]},{"name":"Sailing Program","award":["No.21YF1402900"],"award-info":[{"award-number":["No.21YF1402900"]}]},{"DOI":"10.13039\/501100001809","name":"Natural Science Foundation of China","doi-asserted-by":"crossref","award":["NSFC No.62202105"],"award-info":[{"award-number":["NSFC No.62202105"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Shanghai Municipal Science and Technology Major Project","award":["No. 2018SHZDZX01, 2021SHZDZX0103"],"award-info":[{"award-number":["No. 2018SHZDZX01, 2021SHZDZX0103"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["Proc. ACM Hum.-Comput. Interact."],"published-print":{"date-parts":[[2023,4,14]]},"abstract":"<jats:p>Understanding and comparing the evolution of public opinions on a social media event is important. However, such a task requires summarizing rich semantic information and an in-depth comparison of semantics and dynamics at the same time, which is difficult for the analysis. To tackle these challenges, we propose ContextWing, an interactive visual analytics system to support pair-wise comparison for evolving sequential patterns of contexts between two data streams. The computational model of ContextWing generates dynamic topics and sequential patterns, and characterizes public attention and pair-wise correlations. A novel multi-layer bilateral wing metaphor is designed to intuitively visualizes sequential patterns merged by different contexts to reveal the similarities and differences in both temporal and semantic aspects between two streams. Interactive tools support the selection of a central keyword and its contexts to iteratively generate patterns for a focused exploration. The system supports analysis on both static and streaming settings that enables a wider range of application scenarios. We verify the effectiveness and usability of ContextWing from multiple facets, including three case studies, two expert interviews, and a user study.<\/jats:p>","DOI":"10.1145\/3579473","type":"journal-article","created":{"date-parts":[[2023,4,16]],"date-time":"2023-04-16T17:23:07Z","timestamp":1681665787000},"page":"1-31","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["ContextWing: Pair-wise Visual Comparison for Evolving Sequential Patterns of Contexts in Social Media Data Streams"],"prefix":"10.1145","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1573-8772","authenticated-orcid":false,"given":"Yuheng","family":"Zhao","sequence":"first","affiliation":[{"name":"Fudan Univerisity, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4110-0545","authenticated-orcid":false,"given":"Xinyu","family":"Wang","sequence":"additional","affiliation":[{"name":"Fudan University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5130-0455","authenticated-orcid":false,"given":"Chen","family":"Guo","sequence":"additional","affiliation":[{"name":"James Madison University, Harrisonburg, VA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8464-0990","authenticated-orcid":false,"given":"Min","family":"Lu","sequence":"additional","affiliation":[{"name":"Shenzhen University, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2690-3588","authenticated-orcid":false,"given":"Siming","family":"Chen","sequence":"additional","affiliation":[{"name":"Fudan University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,4,16]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2187980.2188035"},{"key":"e_1_2_2_2_1","volume-title":"Sequence surveyor: Leveraging overview for scalable genomic alignment visualization","author":"Albers Danielle","year":"2011","unstructured":"Danielle Albers, Colin Dewey, and Michael Gleicher. 2011. Sequence surveyor: Leveraging overview for scalable genomic alignment visualization. IEEE transactions on visualization and computer graphics 17, 12 (2011), 2392--2401."},{"key":"e_1_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467618"},{"key":"e_1_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/PACIFICVIS.2011.5742382"},{"key":"e_1_2_2_6_1","volume-title":"Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples. CoRR abs\/1912.04853","author":"Boggust Angie","year":"2019","unstructured":"Angie Boggust, Brandon Carter, and Arvind Satyanarayan. 2019. Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples. CoRR abs\/1912.04853 (2019). arXiv:1912.04853 http:\/\/arxiv.org\/abs\/1912.04853"},{"key":"e_1_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2011.6102439"},{"key":"e_1_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/IV.2013.5"},{"key":"e_1_2_2_9_1","volume-title":"Whisper: Tracing the spatiotemporal process of information diffusion in real time","author":"Cao Nan","year":"2012","unstructured":"Nan Cao, Yu-Ru Lin, Xiaohua Sun, David Lazer, Shixia Liu, and Huamin Qu. 2012. Whisper: Tracing the spatiotemporal process of information diffusion in real time. IEEE transactions on visualization and computer graphics 18, 12 (2012), 2649--2658."},{"key":"e_1_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/2566486.2567977"},{"key":"e_1_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3111035"},{"key":"e_1_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030411"},{"key":"e_1_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2017.8585638"},{"key":"e_1_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13211"},{"key":"e_1_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2009.5333443"},{"key":"e_1_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2006.185"},{"key":"e_1_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2796591"},{"key":"e_1_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.239"},{"key":"e_1_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346433"},{"key":"e_1_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346433"},{"key":"e_1_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2010.5652922"},{"key":"e_1_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2010.129"},{"key":"e_1_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2012.6400485"},{"key":"e_1_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2010.129"},{"key":"e_1_2_2_25_1","volume-title":"Social media and the social sciences: How researchers employ Big Data analytics. Big data & society 3, 1","author":"Felt Mylynn","year":"2016","unstructured":"Mylynn Felt. 2016. Social media and the social sciences: How researchers employ Big Data analytics. Big data & society 3, 1 (2016), 2053951716645828."},{"key":"e_1_2_2_26_1","volume-title":"International Symposium on Graph Drawing. Springer, 439--450","author":"Gansner Emden R","year":"2012","unstructured":"Emden R Gansner, Yifan Hu, and Stephen North. 2012. Visualizing streaming text data with dynamic graphs and maps. In International Symposium on Graph Drawing. Springer, 439--450."},{"key":"e_1_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.2019.8933646"},{"key":"e_1_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.5555\/2107679.2107687"},{"key":"e_1_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744199"},{"key":"e_1_2_2_30_1","volume-title":"BERTopic: Neural topic modeling with a class-based TF-IDF procedure. arXiv preprint arXiv:2203.05794","author":"Grootendorst Maarten","year":"2022","unstructured":"Maarten Grootendorst. 2022. BERTopic: Neural topic modeling with a class-based TF-IDF procedure. arXiv preprint arXiv:2203.05794 (2022)."},{"key":"e_1_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2009.165"},{"key":"e_1_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFVIS.2000.885098"},{"key":"e_1_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2904683"},{"volume-title":"Data journalism and the regeneration of news","author":"Hermida Alfred","key":"e_1_2_2_34_1","unstructured":"Alfred Hermida and Mary Lynn Young. 2019. Data journalism and the regeneration of news. Routledge."},{"key":"e_1_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598590"},{"key":"e_1_2_2_36_1","doi-asserted-by":"publisher","DOI":"10.20380\/GI2018.06"},{"key":"e_1_2_2_37_1","doi-asserted-by":"publisher","unstructured":"J. Knittel S. Koch and T. Ertl. 2020. PyramidTags: Context- Time- and Word Order-Aware Tag Maps to Explore Large Document Collections. IEEE Transactions on Visualization and Computer Graphics (2020) 1--1. https:\/\/doi.org\/10.1109\/TVCG.2020.3010095","DOI":"10.1109\/TVCG.2020.3010095"},{"key":"e_1_2_2_38_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3114800"},{"key":"e_1_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/LDAV.2013.6675163"},{"key":"e_1_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/3477.764879"},{"key":"e_1_2_2_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/PACIFICVIS.2016.7465266"},{"key":"e_1_2_2_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2864526"},{"key":"e_1_2_2_43_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2010.194"},{"key":"e_1_2_2_44_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W17-3528"},{"key":"e_1_2_2_45_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934535"},{"key":"e_1_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2851227"},{"key":"e_1_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.196"},{"key":"e_1_2_2_48_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2509990"},{"key":"e_1_2_2_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/1645953.1646023"},{"key":"e_1_2_2_50_1","doi-asserted-by":"publisher","DOI":"10.21105\/joss.00205"},{"key":"e_1_2_2_51_1","volume-title":"Umap: Uniform manifold approximation and projection for dimension reduction. arXiv preprint arXiv:1802.03426","author":"McInnes Leland","year":"2018","unstructured":"Leland McInnes, John Healy, and James Melville. 2018. Umap: Uniform manifold approximation and projection for dimension reduction. arXiv preprint arXiv:1802.03426 (2018)."},{"key":"e_1_2_2_52_1","volume-title":"Efficient estimation of word representations in vector space. arXiv preprint arXiv:1301.3781","author":"Mikolov Tomas","year":"2013","unstructured":"Tomas Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean. 2013. Efficient estimation of word representations in vector space. arXiv preprint arXiv:1301.3781 (2013)."},{"key":"e_1_2_2_53_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2009.111"},{"key":"e_1_2_2_54_1","doi-asserted-by":"publisher","DOI":"10.1017\/psrm.2021.35"},{"key":"e_1_2_2_55_1","doi-asserted-by":"publisher","DOI":"10.1177\/1473871618785390"},{"key":"e_1_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2014.2328011"},{"key":"e_1_2_2_57_1","volume-title":"Evaluation: A systematic approach","author":"Rossi Peter H","year":"2018","unstructured":"Peter H Rossi, Mark W Lipsey, and Gary T Henry. 2018. Evaluation: A systematic approach. Sage publications."},{"key":"e_1_2_2_58_1","volume-title":"Christopher Collins, Miriam Butt, and Daniel Keim.","author":"Sevastjanova Rita","year":"2021","unstructured":"Rita Sevastjanova, Mennatallah El-Assady, Adam James Bradley, Christopher Collins, Miriam Butt, and Daniel Keim. 2021. VisInReport: Complementing Visual Discourse Analytics through Personalized Insight Reports. IEEE Transactions on Visualization and Computer Graphics (2021)."},{"key":"e_1_2_2_59_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173679"},{"key":"e_1_2_2_60_1","volume-title":"The think aloud method: a practical approach to modelling cognitive","author":"Someren Maarten Van","year":"1994","unstructured":"Maarten Van Someren, Yvonne F Barnard, and J Sandberg. 1994. The think aloud method: a practical approach to modelling cognitive. London: AcademicPress 11 (1994)."},{"key":"e_1_2_2_61_1","doi-asserted-by":"crossref","unstructured":"Ji Wang Jian Zhao Sheng Guo Chris North and Naren Ramakrishnan. 2014. ReCloud: semantics-based word cloud visualization of user reviews.. In Graphics Interface. 151--158.","DOI":"10.1201\/9781003059325-20"},{"key":"e_1_2_2_62_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2008.172"},{"key":"e_1_2_2_63_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2764459"},{"key":"e_1_2_2_64_1","volume-title":"Opinionflow: Visual analysis of opinion diffusion on social media","author":"Wu Yingcai","year":"2014","unstructured":"Yingcai Wu, Shixia Liu, Kai Yan, Mengchen Liu, and Fangzhao Wu. 2014. Opinionflow: Visual analysis of opinion diffusion on social media. IEEE transactions on visualization and computer graphics 20, 12 (2014), 1763--1772."},{"key":"e_1_2_2_65_1","volume-title":"Jonathan JH Zhu, and Huamin Qu","author":"Xu Panpan","year":"2013","unstructured":"Panpan Xu, Yingcai Wu, Enxun Wei, Tai-Quan Peng, Shixia Liu, Jonathan JH Zhu, and Huamin Qu. 2013. Visual analysis of topic competition on social media. IEEE transactions on visualization and computer graphics 19, 12 (2013), 2012--2021."}],"container-title":["Proceedings of the ACM on Human-Computer Interaction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3579473","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3579473","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T17:51:24Z","timestamp":1750182684000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3579473"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4,14]]},"references-count":64,"journal-issue":{"issue":"CSCW1","published-print":{"date-parts":[[2023,4,14]]}},"alternative-id":["10.1145\/3579473"],"URL":"https:\/\/doi.org\/10.1145\/3579473","relation":{},"ISSN":["2573-0142"],"issn-type":[{"type":"electronic","value":"2573-0142"}],"subject":[],"published":{"date-parts":[[2023,4,14]]},"assertion":[{"value":"2023-04-16","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}