{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T07:55:01Z","timestamp":1776930901966,"version":"3.51.2"},"publisher-location":"New York, NY, USA","reference-count":58,"publisher":"ACM","license":[{"start":{"date-parts":[[2027,4,13]],"date-time":"2027-04-13T00:00:00Z","timestamp":1807574400000},"content-version":"vor","delay-in-days":365,"URL":"http:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"U.S. National Science Foundation","award":["2402718"],"award-info":[{"award-number":["2402718"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2026,4,13]]},"DOI":"10.1145\/3772318.3790286","type":"proceedings-article","created":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T07:34:33Z","timestamp":1776065673000},"page":"1-17","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Automatic Synthesis of Visualization Design Knowledge Bases"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4340-4470","authenticated-orcid":false,"given":"Hyeok","family":"Kim","sequence":"first","affiliation":[{"name":"Paul G. Allen School of Computer Science &amp; Engineering, University of Washington, Seattle, Washington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7720-2848","authenticated-orcid":false,"given":"Sehi","family":"L'Yi","sequence":"additional","affiliation":[{"name":"Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0327-8297","authenticated-orcid":false,"given":"Nils","family":"Gehlenborg","sequence":"additional","affiliation":[{"name":"Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6175-1655","authenticated-orcid":false,"given":"Jeffrey","family":"Heer","sequence":"additional","affiliation":[{"name":"Paul G. Allen School of Computer Science &amp; Engineering, University of Washington, Seattle, Washington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2026,4,13]]},"reference":[{"key":"e_1_3_3_3_2_2","unstructured":"n. d.. Awesome Genome Visualization. https:\/\/cmdcolin.github.io\/awesome-genome-visualization\/?latest=true. Last accessed Sep 6 2025."},{"key":"e_1_3_3_3_3_2","unstructured":"n. d.. GenoCAT. http:\/\/genocat.tools\/. Last accessed Sep 6 2025."},{"key":"e_1_3_3_3_4_2","doi-asserted-by":"publisher","DOI":"10.1145\/2556288.2557200"},{"key":"e_1_3_3_3_5_2","doi-asserted-by":"publisher","unstructured":"Leilani Battle and Alvitta Ottley. 2024. What Do We Mean When We Say \u201cInsight\u201d? A Formal Synthesis of Existing Theory. IEEE Transactions on Visualization and Computer Graphics 30 9 (2024) 6075\u20136088. 10.1109\/TVCG.2023.3326698","DOI":"10.1109\/TVCG.2023.3326698"},{"key":"e_1_3_3_3_6_2","doi-asserted-by":"publisher","unstructured":"Stephen\u00a0M. Casner. 1991. Task-analytic approach to the automated design of graphic presentations. ACM Trans. Graph. 10 2 (1991) 111\u2013151. 10.1145\/108360.108361","DOI":"10.1145\/108360.108361"},{"key":"e_1_3_3_3_7_2","doi-asserted-by":"publisher","unstructured":"Qing Chen Fuling Sun Xinyue Xu Zui Chen Jiazhe Wang and Nan Cao. 2022. VizLinter: A Linter and Fixer Framework for Data Visualization. IEEE Transactions on Visualization and Computer Graphics 28 1 (2022) 206\u2013216. 10.1109\/TVCG.2021.3114804","DOI":"10.1109\/TVCG.2021.3114804"},{"key":"e_1_3_3_3_8_2","unstructured":"Martin Gebser Roland Kaminski Benjamin Kaufmann and Torsten Schaub. 2014. Clingo ASP + Control: Preliminary Report. International Conference on Logic Programming (2014). arxiv:https:\/\/arXiv.org\/abs\/1405.3694https:\/\/arxiv.org\/abs\/1405.3694."},{"key":"e_1_3_3_3_9_2","doi-asserted-by":"publisher","unstructured":"Jeffrey Heer Michael Bostock and Vadim Ogievetsky. 2010. A tour through the visualization zoo: A survey of powerful visualization techniques from the obvious to the obscure. Queue 8 5 (2010) 20\u201330. 10.1145\/1794514.1805128","DOI":"10.1145\/1794514.1805128"},{"key":"e_1_3_3_3_10_2","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376454"},{"key":"e_1_3_3_3_11_2","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300358"},{"key":"e_1_3_3_3_12_2","doi-asserted-by":"publisher","unstructured":"J.\u00a0D. Hunter. 2007. Matplotlib: A 2D graphics environment. Computing in Science & Engineering 9 3 (2007) 90\u201395. 10.1109\/MCSE.2007.55","DOI":"10.1109\/MCSE.2007.55"},{"key":"e_1_3_3_3_13_2","doi-asserted-by":"publisher","unstructured":"Alex Kale Ziyang Guo Xiao\u00a0Li Qiao Jeffrey Heer and Jessica Hullman. 2024. EVM: Incorporating Model Checking into Exploratory Visual Analysis. IEEE Transactions on Visualization and Computer Graphics 30 1 (2024) 208\u2013218. 10.1109\/TVCG.2023.3326516","DOI":"10.1109\/TVCG.2023.3326516"},{"key":"e_1_3_3_3_14_2","doi-asserted-by":"publisher","DOI":"10.1109\/SAI.2014.6918213"},{"key":"e_1_3_3_3_15_2","unstructured":"Hyeok Kim and Jeffrey Heer. 2025. Data Augmentation for Visualization Design Knowledge Bases. IEEE Transactions on Visualization and Computer Graphics (2025). https:\/\/www.arxiv.org\/abs\/2508.02216. To appear."},{"key":"e_1_3_3_3_16_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642442"},{"key":"e_1_3_3_3_17_2","doi-asserted-by":"publisher","unstructured":"Hyeok Kim Ryan Rossi Jessica Hullman and Jane Hoffswell. 2024. Dupo: A Mixed-initiative Authoring Tool for Responsive Visualization. IEEE Trans. Vis. Comput. Graph. 30 1 (2024) 934\u2013943. 10.1109\/TVCG.2023.3326583","DOI":"10.1109\/TVCG.2023.3326583"},{"key":"e_1_3_3_3_18_2","doi-asserted-by":"publisher","unstructured":"Younghoon Kim and Jeffrey Heer. 2018. Assessing Effects of Task and Data Distribution on the Effectiveness of Visual Encodings. Comput. Graph. Forum 37 3 (2018) 157\u2013167. 10.1111\/cgf.13409","DOI":"10.1111\/cgf.13409"},{"key":"e_1_3_3_3_19_2","doi-asserted-by":"publisher","unstructured":"Martin Krzywinski Jacqueline Schein Inanc Birol Joseph Connors Randy Gascoyne Doug Horsman Steven\u00a0J Jones and Marco\u00a0A Marra. 2009. Circos: an information aesthetic for comparative genomics. Genome research 19 9 (2009) 1639\u20131645. 10.1101\/gr.092759.109","DOI":"10.1101\/gr.092759.109"},{"key":"e_1_3_3_3_20_2","doi-asserted-by":"publisher","DOI":"10.1145\/3491102.3502048"},{"key":"e_1_3_3_3_21_2","doi-asserted-by":"publisher","unstructured":"Haotian Li Yong Wang Songheng Zhang Yangqiu Song and Huamin Qu. 2022. KG4Vis: A Knowledge Graph-Based Approach for Visualization Recommendation. IEEE Trans. Vis. Comput. Graph. 28 1 (2022) 195\u2013205. 10.1109\/TVCG.2021.3114863","DOI":"10.1109\/TVCG.2021.3114863"},{"key":"e_1_3_3_3_22_2","series-title":"(AAAI \u201923)","first-page":"1594","volume-title":"AAAI Conference on Artificial Intelligence","author":"Lifschitz Vladimir","year":"2008","unstructured":"Vladimir Lifschitz. 2008. What Is Answer Set Programming?. In AAAI Conference on Artificial Intelligence(AAAI \u201923). AAAI, 1594\u20131597."},{"key":"e_1_3_3_3_23_2","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376880"},{"key":"e_1_3_3_3_24_2","doi-asserted-by":"publisher","unstructured":"Sehi L\u2019Yi and Nils Gehlenborg. 2022. Multi-view design patterns and responsive visualization for genomics data. IEEE transactions on visualization and computer graphics 29 1 (2022) 559\u2013569. 10.1109\/TVCG.2022.3209398","DOI":"10.1109\/TVCG.2022.3209398"},{"key":"e_1_3_3_3_25_2","doi-asserted-by":"publisher","unstructured":"Sehi LYi Qianwen Wang Fritz Lekschas and Nils Gehlenborg. 2022. Gosling: A Grammar-based Toolkit for Scalable and Interactive Genomics Data Visualization. IEEE Transactions on Visualization and Computer Graphics 28 1 (2022) 140\u2013150. 10.1109\/TVCG.2021.3114876","DOI":"10.1109\/TVCG.2021.3114876"},{"key":"e_1_3_3_3_26_2","doi-asserted-by":"publisher","unstructured":"Jock Mackinlay. 1986. Automating the design of graphical presentations of relational information. ACM Trans. Graph. 5 2 (1986) 110\u2013141. 10.1145\/22949.22950","DOI":"10.1145\/22949.22950"},{"key":"e_1_3_3_3_27_2","doi-asserted-by":"publisher","unstructured":"Andrew McNutt Maureen\u00a0C. Stone and Jeffrey Heer. 2025. Mixing Linters with GUIs: A Color Palette Design Probe. IEEE Transactions on Visualization and Computer Graphics 31 1 (2025) 327\u2013337. 10.1109\/TVCG.2024.3456317","DOI":"10.1109\/TVCG.2024.3456317"},{"key":"e_1_3_3_3_28_2","unstructured":"Vibhu\u00a0O. Mittal Giuseppe Carenini Johanna\u00a0D. Moore and Steven Roth. 1998. Describing complex charts in natural language: a caption generation system. Comput. Linguist. 24 3 (1998) 431\u2013467."},{"key":"e_1_3_3_3_29_2","doi-asserted-by":"publisher","unstructured":"Dominik Moritz Chenglong Wang Greg\u00a0L Nelson Halden Lin Adam\u00a0M Smith Bill Howe and Jeffrey Heer. 2018. Formalizing visualization design knowledge as constraints: Actionable and extensible models in Draco. IEEE Trans. Vis. Comput. Graph. 25 1 (2018) 438\u2013448. 10.1109\/TVCG.2018.2865240","DOI":"10.1109\/TVCG.2018.2865240"},{"key":"e_1_3_3_3_30_2","doi-asserted-by":"publisher","unstructured":"Arpit Narechania Arjun Srinivasan and John Stasko. 2021. NL4DV: A Toolkit for Generating Analytic Specifications for Data Visualization from Natural Language Queries. IEEE Transactions on Visualization and Computer Graphics 27 2 (2021) 369\u2013379. 10.1109\/TVCG.2020.3030378","DOI":"10.1109\/TVCG.2020.3030378"},{"key":"e_1_3_3_3_31_2","doi-asserted-by":"publisher","unstructured":"S. Nusrat T. Harbig and N. Gehlenborg. 2019. Tasks Techniques and Tools for Genomic Data Visualization. Computer Graphics Forum 38 3 (2019) 781\u2013805. 10.1111\/cgf.13727","DOI":"10.1111\/cgf.13727"},{"key":"e_1_3_3_3_32_2","doi-asserted-by":"publisher","unstructured":"Aditeya Pandey Sehi L\u2019Yi Qianwen Wang Michelle\u00a0A. Borkin and Nils Gehlenborg. 2023. GenoREC: A Recommendation System for Interactive Genomics Data Visualization. IEEE Trans. Vis. Comput. Graph. 29 1 (2023) 570\u2013580. 10.1109\/TVCG.2022.3209407","DOI":"10.1109\/TVCG.2022.3209407"},{"key":"e_1_3_3_3_33_2","doi-asserted-by":"publisher","unstructured":"Barbara Pes. 2020. Ensemble feature selection for high-dimensional data: a stability analysis across multiple domains. Neural Computing and Applications 32 10 (2020) 5951\u20135973. 10.1007\/s00521-019-04082-3","DOI":"10.1007\/s00521-019-04082-3"},{"key":"e_1_3_3_3_34_2","doi-asserted-by":"publisher","unstructured":"Zening Qu and Jessica Hullman. 2018. Keeping Multiple Views Consistent: Constraints Validations and Exceptions in Visualization Authoring. IEEE Transactions on Visualization and Computer Graphics 24 1 (2018) 468\u2013477. 10.1109\/TVCG.2017.2744198","DOI":"10.1109\/TVCG.2017.2744198"},{"key":"e_1_3_3_3_35_2","doi-asserted-by":"publisher","unstructured":"Maryam Rahmaninia and Parham Moradi. 2018. OSFSMI: Online stream feature selection method based on mutual information. Applied Soft Computing 68 (2018) 733\u2013746. 10.1016\/j.asoc.2017.08.034","DOI":"10.1016\/j.asoc.2017.08.034"},{"key":"e_1_3_3_3_36_2","doi-asserted-by":"publisher","unstructured":"Steven\u00a0F. Roth Joe Mattis and Xavier Mesnar. 1988. Graphics and Natural Language as Components of Automatic Explanation. SIGCHI Bull. 20 1 (1988) 76. 10.1145\/49103.1046410","DOI":"10.1145\/49103.1046410"},{"key":"e_1_3_3_3_37_2","doi-asserted-by":"publisher","unstructured":"Bahador Saket Arjun Srinivasan Eric\u00a0D. Ragan and Alex Endert. 2018. Evaluating Interactive Graphical Encodings for Data Visualization. IEEE Trans. Vis. Comput. Graph. 24 3 (2018) 1316\u20131330. 10.1109\/TVCG.2017.2680452","DOI":"10.1109\/TVCG.2017.2680452"},{"key":"e_1_3_3_3_38_2","doi-asserted-by":"publisher","unstructured":"Hector Sanz Clarissa Valim Esteban Vegas Josep\u00a0M. Oller and Ferran Reverter. 2018. SVM-RFE: selection and visualization of the most relevant features through non-linear kernels. BMC Bioinformatics 19 1 (2018) 432. 10.1186\/s12859-018-2451-4","DOI":"10.1186\/s12859-018-2451-4"},{"key":"e_1_3_3_3_39_2","doi-asserted-by":"publisher","unstructured":"Arvind Satyanarayan Dominik Moritz Kanit Wongsuphasawat and Jeffrey Heer. 2017. Vega-Lite: A Grammar of Interactive Graphics. IEEE Trans. Visualization & Comp. Graphics (Proc. InfoVis) (2017). https:\/\/doi.org\/10.1109\/TVCG.2016.2599030","DOI":"10.1109\/TVCG.2016.2599030"},{"key":"e_1_3_3_3_40_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467091"},{"key":"e_1_3_3_3_41_2","doi-asserted-by":"publisher","unstructured":"Johanna Schmidt Bernhard Pointner and Silvia Miksch. 2024. Visual Analytics for Understanding Draco\u2019s Knowledge Base. IEEE Trans. Vis. Comput. Graph. 30 1 (2024) 392\u2013402. 10.1109\/TVCG.2023.3326912","DOI":"10.1109\/TVCG.2023.3326912"},{"key":"e_1_3_3_3_42_2","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.1992.235205"},{"key":"e_1_3_3_3_43_2","doi-asserted-by":"publisher","unstructured":"H. Senay and E. Ignatius. 1994. A knowledge-based system for visualization design. IEEE Comput. Graph. Appl. 14 6 (1994) 36\u201347. 10.1109\/38.329093","DOI":"10.1109\/38.329093"},{"key":"e_1_3_3_3_44_2","doi-asserted-by":"publisher","DOI":"10.1109\/DSAA49011.2020.00096"},{"key":"e_1_3_3_3_45_2","doi-asserted-by":"publisher","unstructured":"Arjun Srinivasan Joanna Purich Michael Correll Leilani Battle Vidya Setlur and Anamaria Crisan. 2025. From Dashboard Zoo to Census: A Case Study With Tableau Public. IEEE Transactions on Visualization and Computer Graphics 31 9 (2025) 6085\u20136099. 10.1109\/TVCG.2024.3490259","DOI":"10.1109\/TVCG.2024.3490259"},{"key":"e_1_3_3_3_46_2","doi-asserted-by":"publisher","unstructured":"Dipti Theng and Kishor\u00a0K. Bhoyar. 2024. Feature selection techniques for machine learning: a survey of more than two decades of research. Knowledge and Information Systems 66 3 (01 Mar 2024) 1575\u20131637. 10.1007\/s10115-023-02010-5","DOI":"10.1007\/s10115-023-02010-5"},{"key":"e_1_3_3_3_47_2","doi-asserted-by":"crossref","unstructured":"Jacob VanderPlas Brian Granger Jeffrey Heer Dominik Moritz Kanit Wongsuphasawat Arvind Satyanarayan Eitan Lees Ilia Timofeev Ben Welsh and Scott Sievert. 2018. Altair: interactive statistical visualizations for Python. Journal of open source software 3 32 (2018) 1057.","DOI":"10.21105\/joss.01057"},{"key":"e_1_3_3_3_48_2","doi-asserted-by":"crossref","unstructured":"Bruce\u00a0N Walker. 2002. Magnitude estimation of conceptual data dimensions for use in sonification. Journal of experimental psychology: Applied 8 4 (2002) 211.","DOI":"10.1037\/1076-898X.8.4.211"},{"key":"e_1_3_3_3_49_2","doi-asserted-by":"crossref","unstructured":"Bruce\u00a0N Walker. 2007. Consistency of magnitude estimations with conceptual data dimensions used for sonification. Applied Cognitive Psychology: The Official Journal of the Society for Applied Research in Memory and Cognition 21 5 (2007) 579\u2013599.","DOI":"10.1002\/acp.1291"},{"key":"e_1_3_3_3_50_2","doi-asserted-by":"publisher","unstructured":"Huichen\u00a0Will Wang Mitchell Gordon Leilani Battle and Jeffrey Heer. 2025. DracoGPT: Extracting Visualization Design Preferences from Large Language Models. IEEE Trans. Vis. Comput. Graph. 31 1 (2025) 710\u2013720. 10.1109\/TVCG.2024.3456350","DOI":"10.1109\/TVCG.2024.3456350"},{"key":"e_1_3_3_3_51_2","doi-asserted-by":"publisher","unstructured":"Hadley Wickham. 2010. A Layered Grammar of Graphics. Journal of Computational and Graphical Statistics 19 1 (2010) 3\u201328. 10.1198\/jcgs.2009.07098","DOI":"10.1198\/jcgs.2009.07098"},{"key":"e_1_3_3_3_52_2","doi-asserted-by":"publisher","DOI":"10.1145\/2939502.2939506"},{"key":"e_1_3_3_3_53_2","doi-asserted-by":"publisher","unstructured":"Kanit Wongsuphasawat Dominik Moritz Anushka Anand Jock Mackinlay Bill Howe and Jeffrey Heer. 2016. Voyager: Exploratory Analysis via Faceted Browsing of Visualization Recommendations. IEEE Trans. Vis. Comput. Graph. 22 1 (2016) 649\u2013658. 10.1109\/TVCG.2015.2467191","DOI":"10.1109\/TVCG.2015.2467191"},{"key":"e_1_3_3_3_54_2","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025768"},{"key":"e_1_3_3_3_55_2","doi-asserted-by":"publisher","DOI":"10.1145\/3411764.3445179"},{"key":"e_1_3_3_3_56_2","doi-asserted-by":"publisher","DOI":"10.1109\/VIS54172.2023.00042"},{"key":"e_1_3_3_3_57_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581349"},{"key":"e_1_3_3_3_58_2","doi-asserted-by":"publisher","unstructured":"Zehua Zeng Junran Yang Dominik Moritz Jeffrey Heer and Leilani Battle. 2024. Too Many Cooks: Exploring How Graphical Perception Studies Influence Visualization Recommendations in Draco. IEEE Trans. Vis. Comput. Graph. 30 1 (2024) 1063\u20131073. 10.1109\/TVCG.2023.3326527","DOI":"10.1109\/TVCG.2023.3326527"},{"key":"e_1_3_3_3_59_2","doi-asserted-by":"publisher","unstructured":"Songheng Zhang Haotian Li Huamin Qu and Yong Wang. 2024. AdaVis: Adaptive and Explainable Visualization Recommendation for Tabular Data. IEEE Trans. Vis. Comput. Graph. 30 9 (2024) 5923\u20135938. 10.1109\/TVCG.2023.3316469","DOI":"10.1109\/TVCG.2023.3316469"}],"event":{"name":"CHI 2026: CHI Conference on Human Factors in Computing Systems","location":"Barcelona Spain","acronym":"CHI '26","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3772318.3790286","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3772318.3790286","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T09:15:08Z","timestamp":1776417308000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3772318.3790286"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,13]]},"references-count":58,"alternative-id":["10.1145\/3772318.3790286","10.1145\/3772318"],"URL":"https:\/\/doi.org\/10.1145\/3772318.3790286","relation":{},"subject":[],"published":{"date-parts":[[2026,4,13]]},"assertion":[{"value":"2026-04-13","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}