{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T09:37:31Z","timestamp":1770543451880,"version":"3.49.0"},"reference-count":78,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2024,5,20]],"date-time":"2024-05-20T00:00:00Z","timestamp":1716163200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,5,20]],"date-time":"2024-05-20T00:00:00Z","timestamp":1716163200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100004731","name":"Natural Science Foundation of Zhejiang Province","doi-asserted-by":"publisher","award":["LZ23F020010"],"award-info":[{"award-number":["LZ23F020010"]}],"id":[{"id":"10.13039\/501100004731","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61972355"],"award-info":[{"award-number":["61972355"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Vis"],"published-print":{"date-parts":[[2024,10]]},"DOI":"10.1007\/s12650-024-00996-w","type":"journal-article","created":{"date-parts":[[2024,5,20]],"date-time":"2024-05-20T15:01:51Z","timestamp":1716217311000},"page":"841-866","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Set-based visualization and enhancement of embedding results for heterogeneous multi-label networks"],"prefix":"10.1007","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1340-1148","authenticated-orcid":false,"given":"Ying","family":"Tang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuan","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,5,20]]},"reference":[{"key":"996_CR1","doi-asserted-by":"publisher","first-page":"52138","DOI":"10.1109\/ACCESS.2018.2870052","volume":"6","author":"A Adadi","year":"2018","unstructured":"Adadi A, Berrada M (2018) Peeking inside the black-box: a survey on explainable artificial intelligence (XAI). IEEE Access 6:52138\u201352160","journal-title":"IEEE Access"},{"key":"996_CR2","doi-asserted-by":"crossref","unstructured":"Agarwal A, El-Ghazawi T, El-Askary H, Le-Moigne J (2007) Efficient Hierarchical-PCA dimension reduction for hyperspectral imagery. In: Proceedings of IEEE international symposium on signal processing and information technology, pp 353\u2013356","DOI":"10.1109\/ISSPIT.2007.4458191"},{"issue":"1","key":"996_CR3","doi-asserted-by":"publisher","first-page":"569","DOI":"10.1109\/TVCG.2015.2467322","volume":"22","author":"Y Albo","year":"2016","unstructured":"Albo Y, Lanir J, Bak P, Rafaeli S (2016) Off the radar: comparative evaluation of radial visualization solutions for composite indicators. IEEE Trans Vis Comput Graph 22(1):569\u2013578","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"1","key":"996_CR4","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1109\/TVCG.2016.2598496","volume":"23","author":"B Alsallakh","year":"2017","unstructured":"Alsallakh B, Ren L (2017) PowerSet: a comprehensive visualization of set intersections. IEEE Trans Vis Comput Graph 23(1):361\u2013370","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"12","key":"996_CR5","doi-asserted-by":"publisher","first-page":"2496","DOI":"10.1109\/TVCG.2013.184","volume":"19","author":"B Alsallakh","year":"2013","unstructured":"Alsallakh B, Aigner W, Miksch S, Hauser H (2013) Radial sets: interactive visual analysis of large overlapping sets. IEEE Trans Vis Comput Graph 19(12):2496\u20132505","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"1","key":"996_CR6","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1111\/cgf.12722","volume":"35","author":"B Alsallakh","year":"2016","unstructured":"Alsallakh B, Micallef L, Aigner W, Hauser H, Miksch S, Rodgers P (2016) The state-of-the-art of set visualization. Comput Graphics Forum 35(1):234\u2013260","journal-title":"Comput Graphics Forum"},{"key":"996_CR7","unstructured":"Alsallakh B, Micallef L, Aigner W, Hauser H, Miksch S, Rodgers P (2014) Visualizing sets and set-typed data: state-of-the-art and future challenges. In: Proceedings of Eurographics conference on visualization\u2014state of the art reports, pp 1\u201321"},{"key":"996_CR8","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.inffus.2019.12.012","volume":"58","author":"AB Arrieta","year":"2020","unstructured":"Arrieta AB, D\u00edaz-Rodr\u00edguez N, Ser JD, Bennetot A, Tabik S, Barbado A, Garc\u00eda S, Gil-L\u00f3pez S, Molina D, Benjamins R, Chatila R, Herrera F (2020) Explainable Artificial Intelligence (XAI): concepts, taxonomies, opportunities and challenges toward responsible AI. Inf Fusion 58:82\u2013115","journal-title":"Inf Fusion"},{"issue":"Suppl-1","key":"996_CR9","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1093\/bioinformatics\/17.suppl_1.S22","volume":"17","author":"Z Bar-Joseph","year":"2001","unstructured":"Bar-Joseph Z, Gifford DK, Jaakkola TS (2001) Fast optimal leaf ordering for hierarchical clustering. Bioinformatics 17(Suppl-1):22\u201329","journal-title":"Bioinformatics"},{"issue":"3","key":"996_CR10","doi-asserted-by":"publisher","first-page":"693","DOI":"10.1111\/cgf.12935","volume":"35","author":"M Behrisch","year":"2016","unstructured":"Behrisch M, Bach B, Henry Riche N, Schreck T, Fekete J-D (2016) Matrix reordering methods for table and network visualization. Comput Graphics Forum 35(3):693\u2013716","journal-title":"Comput Graphics Forum"},{"key":"996_CR11","unstructured":"Borgo R, Kehrer J, Chung DHS, Maguire E, Laramee RS, Hauser H, Ward M, Chen M (2013) Glyph-based visualization: foundations, design guidelines, techniques and applications. In: Proceedings of Eurographics\u2014state of the art reports, pp 39\u201363"},{"issue":"2","key":"996_CR12","doi-asserted-by":"publisher","first-page":"1149","DOI":"10.1109\/TVCG.2015.2424878","volume":"22","author":"N Cao","year":"2016","unstructured":"Cao N, Lin Y-R, Gotz D (2016) UnTangle Map: visual analysis of probabilistic multi-label data. IEEE Trans Vis Comput Graph 22(2):1149\u20131163","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"8","key":"996_CR13","doi-asserted-by":"publisher","first-page":"2696","DOI":"10.1109\/TVCG.2020.2986996","volume":"26","author":"A Chatzimparmpas","year":"2020","unstructured":"Chatzimparmpas A, Martins RM, Kerren A (2020) t-viSNE: interactive assessment and interpretation of t-SNE projections. IEEE Trans Vis Comput Graph 26(8):2696\u20132714","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR14","doi-asserted-by":"crossref","unstructured":"Chen S, Chen S, Lin L, Yuan X, Liang J, Zhang X (2017) E-Map: a visual analytics approach for exploring significant event evolutions in social media. In: Proceedings of the IEEE conference on visual analytics science and technology, pp 36\u201347","DOI":"10.1109\/VAST.2017.8585638"},{"issue":"2","key":"996_CR15","doi-asserted-by":"publisher","first-page":"1361","DOI":"10.1109\/TVCG.2018.2808489","volume":"25","author":"S Cheng","year":"2019","unstructured":"Cheng S, Xu W, Mueller K (2019) $$\\text{ ColorMap}^\\text{ ND }$$: a data-driven approach and tool for mapping multivariate data to color. IEEE Trans Vis Comput Graph 25(2):1361\u20131377","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"6","key":"996_CR16","doi-asserted-by":"publisher","first-page":"1009","DOI":"10.1109\/TVCG.2009.122","volume":"15","author":"C Collins","year":"2009","unstructured":"Collins C, Penn G, Carpendale S (2009) Bubble sets: revealing set relations with isocontours over existing visualizations. IEEE Trans Vis Comput Graph 15(6):1009\u20131016","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"1","key":"996_CR17","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1111\/1467-8659.113","volume":"16","author":"M De Berg","year":"1997","unstructured":"De Berg M (1997) Trends and developments in computational geometry. Comput Graphics Forum 16(1):3\u201330","journal-title":"Comput Graphics Forum"},{"key":"996_CR18","doi-asserted-by":"crossref","unstructured":"de Berg M, van Kreveld M, Overmars M, Schwarzkopf O Computational geometry. In: Computational geometry: algorithms and applications. Springer, pp 1\u201317 (1997)","DOI":"10.1007\/978-3-662-03427-9_1"},{"key":"996_CR19","doi-asserted-by":"crossref","unstructured":"Dong J, Zhang H, Cui M, Lin Y, Wu H-Y, Bi C (2023) TCEVis: visual analytics of traffic congestion influencing factors based on explainable machine learning. Journal Pre-proofs at https:\/\/doi.org\/10.1016\/j.visinf.2023.11.003","DOI":"10.1016\/j.visinf.2023.11.003"},{"issue":"7","key":"996_CR20","doi-asserted-by":"publisher","first-page":"3312","DOI":"10.1109\/TVCG.2022.3156760","volume":"29","author":"K Eckelt","year":"2023","unstructured":"Eckelt K, Hinterreiter A, Adelberger P, Walchshofer C, Dhanoa V, Humer C, Heckmann M, Steinparz C, Streit M (2023) Visual exploration of relationships and structure in low-dimensional embeddings. IEEE Trans Vis Comput Graph 29(7):3312\u20133326","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"4","key":"996_CR21","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1109\/TIT.1983.1056714","volume":"29","author":"H Edelsbrunner","year":"1983","unstructured":"Edelsbrunner H, Kirkpatrick D, Seidel R (1983) On the shape of a set of points in the plane. IEEE Trans Inf Theory 29(4):551\u2013559","journal-title":"IEEE Trans Inf Theory"},{"issue":"6","key":"996_CR22","doi-asserted-by":"publisher","first-page":"1340","DOI":"10.1109\/TVCG.2008.144","volume":"14","author":"W Freiler","year":"2008","unstructured":"Freiler W, Matkovic K, Hauser H (2008) Interactive visual analysis of set-typed data. IEEE Trans Vis Comput Graph 14(6):1340\u20131347","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"1","key":"996_CR23","doi-asserted-by":"publisher","first-page":"758","DOI":"10.1109\/TVCG.2021.3114807","volume":"28","author":"T Fujiwara","year":"2022","unstructured":"Fujiwara T, Wei X, Zhao J, Ma K-L (2022) Interactive dimensionality reduction for comparative analysis. IEEE Trans Vis Comput Graph 28(1):758\u2013768","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR24","doi-asserted-by":"crossref","unstructured":"G\u00f6rtler J, Hohman F, Moritz D, Wongsuphasawat K, Ren D, Nair R, Kirchner M, Patel K (2022) Neo: generalizing confusion matrix visualization to hierarchical and multi-output labels. In: Proceedings of the CHI conference on human factors in computing systems, pp 1\u201313","DOI":"10.1145\/3491102.3501823"},{"key":"996_CR25","doi-asserted-by":"crossref","unstructured":"Grover A, Leskovec J (2016) node2vec: scalable feature learning for networks. In: Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining, pp 855\u2013864","DOI":"10.1145\/2939672.2939754"},{"issue":"8","key":"996_CR26","doi-asserted-by":"publisher","first-page":"3569","DOI":"10.1109\/TVCG.2022.3163727","volume":"29","author":"Z Guo","year":"2023","unstructured":"Guo Z, Tao J, Chen S, Chawla NV, Wang C (2023) $$\\text{ SD}^{2}$$: slicing and dicing scholarly data for interactive evaluation of academic performance. IEEE Trans Vis Comput Graph 29(8):3569\u20133585","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR27","unstructured":"Hamilton W, Ying Z, Leskovec J (2017) Inductive representation learning on large graphs. In: Proceedings of the 31st international conference on neural information processing systems, pp 1025\u20131035"},{"key":"996_CR28","doi-asserted-by":"crossref","unstructured":"Hao MC, Dayal U, Sharma RK, Keim DA, Janetzko H (2010) Visual analytics of large multidimensional data using variable binned scatter plots. In: Proceedings of IS &T\/SPIE electronic imaging, vol 7530, p 753006","DOI":"10.1117\/12.840142"},{"key":"996_CR29","doi-asserted-by":"crossref","unstructured":"Hart SG, Staveland LE (1988) Development of NASA-TLX (Task Load Index): results of empirical and theoretical research. In: Advances in psychology, vol 52. Elsevier, pp 139\u2013183","DOI":"10.1016\/S0166-4115(08)62386-9"},{"key":"996_CR30","doi-asserted-by":"crossref","unstructured":"Hoffman P, Grinstein G, Marx K, Grosse I, Stanley E (1997) DNA visual and analytic data mining. In: Proceedings of the 8th conference on visualization, pp 437\u2013441","DOI":"10.1109\/VISUAL.1997.663916"},{"key":"996_CR31","doi-asserted-by":"crossref","unstructured":"Hofmann H, Siebes APJM, Wilhelm AFX (2000) Visualizing association rules with interactive mosaic plots. In: Proceedings of the Sixth ACM SIGKDD international conference on knowledge discovery and data mining, pp 227\u2013235","DOI":"10.1145\/347090.347133"},{"issue":"3","key":"996_CR32","doi-asserted-by":"publisher","first-page":"569","DOI":"10.1111\/cgf.13711","volume":"38","author":"T H\u00f6llt","year":"2019","unstructured":"H\u00f6llt T, Vilanova A, Pezzotti N, Lelieveldt BP, Hauser H (2019) Focus+context exploration of hierarchical embeddings. Comput Graphics Forum 38(3):569\u2013579","journal-title":"Comput Graphics Forum"},{"key":"996_CR33","doi-asserted-by":"crossref","unstructured":"Huang L, Matwin S, de Carvalho EJ, Minghim R (2017) Active learning with visualization for text data. In: Proceedings of the ACM workshop on exploratory search and interactive data analytics, pp 69\u201374","DOI":"10.1145\/3038462.3038469"},{"issue":"2","key":"996_CR34","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1109\/TVCG.2008.85","volume":"15","author":"S Ingram","year":"2009","unstructured":"Ingram S, Munzner T, Olano M (2009) Glimmer: multilevel MDS on the GPU. IEEE Trans Vis Comput Graph 15(2):249\u2013261","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR35","doi-asserted-by":"crossref","unstructured":"Inselberg A, Dimsdale B (1990) Parallel coordinates: a tool for visualizing multi-dimensional geometry. In: Proceedings of the First IEEE conference on visualization, pp 361\u2013378","DOI":"10.1109\/VISUAL.1990.146402"},{"key":"996_CR36","doi-asserted-by":"crossref","unstructured":"Janetzko H, Hao MC, Mittelst\u00e4dt S, Dayal U, Keim D Enhancing scatter plots using ellipsoid pixel placement and shading. In: Proceedings of the 46th Hawaii international conference on system sciences, pp 1522\u20131531 (2013)","DOI":"10.1109\/HICSS.2013.197"},{"key":"996_CR37","unstructured":"Kandogan E (2001) Star coordinates: a multi-dimensional visualization technique with uniform treatment of dimensions. In: Proceedings of IEEE information visualization symposium, p 22"},{"issue":"4","key":"996_CR38","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1057\/ivs.2009.34","volume":"9","author":"DA Keim","year":"2010","unstructured":"Keim DA, Hao MC, Dayal U, Janetzko H, Bak P (2010) Generalized scatter plots. Inf Vis 9(4):301\u2013311","journal-title":"Inf Vis"},{"key":"996_CR39","doi-asserted-by":"crossref","unstructured":"Kuchroo M, Huang J, Wong P, Grenier J-C, Shung D, Tong A, Lucas C, Klein J, Burkhardt D, Gigante S, Godavarthi A, Israelow B, Mao T, Oh JE, Silva J, Takahashi T, Odio CD, Casanovas-Massana A, Fournier J, Team YI, Farhadian S, Cruz CSD, Ko AI, Wilson FP, Hussin J, Wolf G, Iwasaki A, Krishnaswamy S (2020) Multiscale PHATE Exploration of SARS-CoV-2 Data Reveals Multimodal Signatures of Disease. Preprint at https:\/\/www.biorxiv.org\/content\/early\/2020\/11\/17\/2020.11.15.383661","DOI":"10.1101\/2020.11.15.383661"},{"issue":"12","key":"996_CR40","doi-asserted-by":"publisher","first-page":"1983","DOI":"10.1109\/TVCG.2014.2346248","volume":"20","author":"A Lex","year":"2014","unstructured":"Lex A, Gehlenborg N, Strobelt H, Vuillemot R, Pfister H (2014) UpSet: visualization of intersecting sets. IEEE Trans Vis Comput Graph 20(12):1983\u20131992","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"12","key":"996_CR41","doi-asserted-by":"publisher","first-page":"5451","DOI":"10.1109\/TVCG.2022.3215070","volume":"29","author":"G Li","year":"2023","unstructured":"Li G, Yuan X (2023) GoTreeScape: navigate and explore the tree visualization design space. IEEE Trans Vis Comput Graph 29(12):5451\u20135467","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"2","key":"996_CR42","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1007\/s12650-021-00791-x","volume":"25","author":"Z Li","year":"2022","unstructured":"Li Z, Wang T, Wang M, Zhang J (2022) Construct boundaries and place labels for multi-class scatterplots. J Vis 25(2):407\u2013426","journal-title":"J Vis"},{"issue":"9","key":"996_CR43","doi-asserted-by":"publisher","first-page":"2531","DOI":"10.1109\/TVCG.2017.2754480","volume":"24","author":"H Liao","year":"2018","unstructured":"Liao H, Wu Y, Chen L, Chen W (2018) Cluster-based visual abstraction for multivariate scatterplots. IEEE Trans Vis Comput Graph 24(9):2531\u20132545","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR44","doi-asserted-by":"publisher","first-page":"320","DOI":"10.1016\/j.neucom.2022.04.110","volume":"494","author":"Y Liu","year":"2022","unstructured":"Liu Y, Hu M, Zhang R, Xu T, Wang Y (2022) Visual aggregation of large multivariate networks with attribute-enhanced representation learning. Neurocomputing 494:320\u2013335","journal-title":"Neurocomputing"},{"issue":"2","key":"996_CR45","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1007\/s12650-024-00955-5","volume":"27","author":"Y Liu","year":"2024","unstructured":"Liu Y, Ma Y, Zhang Y, Yu R, Zhang Z, Meng Y, Zhou Z (2024) Interactive optimization of relation extraction via knowledge graph representation learning. J Vis 27(2):197\u2013213","journal-title":"J Vis"},{"issue":"1","key":"996_CR46","doi-asserted-by":"publisher","first-page":"581","DOI":"10.1109\/TVCG.2016.2598586","volume":"23","author":"MH Loorak","year":"2017","unstructured":"Loorak MH, Perin C, Collins C (2017) Exploring the possibilities of embedding heterogeneous data attributes in familiar visualizations. IEEE Trans Vis Comput Graph 23(1):581\u2013590","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"1","key":"996_CR47","doi-asserted-by":"publisher","first-page":"770","DOI":"10.1109\/TVCG.2019.2934811","volume":"26","author":"M Lu","year":"2020","unstructured":"Lu M, Wang S, Lanir J, Fish N, Yue Y, Cohen-Or D, Huang H (2020) Winglets: visualizing association with uncertainty in multi-class scatterplots. IEEE Trans Vis Comput Graph 26(1):770\u2013779","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"3","key":"996_CR48","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1111\/cgf.12116","volume":"32","author":"GMH Mamani","year":"2013","unstructured":"Mamani GMH, Fatore FM, Nonato LG, Paulovich FV (2013) User-driven feature space transformation. Comput Graphics Forum 32(3):291\u2013299","journal-title":"Comput Graphics Forum"},{"key":"996_CR49","unstructured":"Marc\u00edlio-Jr WE, Eler DM, Paulovich FV, Martins RM (2023) HUMAP: hierarchical uniform manifold approximation and projection. Preprint at https:\/\/doi.org\/10.48550\/arXiv.2106.07718"},{"issue":"9","key":"996_CR50","doi-asserted-by":"publisher","first-page":"1526","DOI":"10.1109\/TVCG.2013.65","volume":"19","author":"A Mayorga","year":"2013","unstructured":"Mayorga A, Gleicher M (2013) Splatterplots: overcoming overdraw in scatter plots. IEEE Trans Vis Comput Graph 19(9):1526\u20131538","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR51","unstructured":"M\u00fcllner D (2011) Modern hierarchical, agglomerative clustering algorithms. Preprint at https:\/\/doi.org\/10.48550\/arXiv.1109.2378"},{"issue":"8","key":"996_CR52","doi-asserted-by":"publisher","first-page":"2650","DOI":"10.1109\/TVCG.2018.2846735","volume":"25","author":"LG Nonato","year":"2019","unstructured":"Nonato LG, Aupetit M (2019) Multidimensional projection for visual analytics: linking techniques with distortions, tasks, and layout enrichment. IEEE Trans Vis Comput Graph 25(8):2650\u20132673","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"13","key":"996_CR53","doi-asserted-by":"publisher","first-page":"6799","DOI":"10.3390\/app12136799","volume":"12","author":"ES Ortigossa","year":"2022","unstructured":"Ortigossa ES, Dias FF, Nascimento DCD (2022) Getting over high-dimensionality: how multidimensional projection methods can assist data science. Appl Sci 12(13):6799","journal-title":"Appl Sci"},{"issue":"6","key":"996_CR54","doi-asserted-by":"publisher","first-page":"1229","DOI":"10.1109\/TVCG.2008.138","volume":"14","author":"FV Paulovich","year":"2008","unstructured":"Paulovich FV, Minghim R (2008) HiPP: a novel hierarchical point placement strategy and its application to the exploration of document collections. IEEE Trans Vis Comput Graph 14(6):1229\u20131236","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"85","key":"996_CR55","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa F, Varoquaux G, Gramfort A, Michel V, Thirion B, Grisel O, Blondel M, Prettenhofer P, Weiss R, Dubourg V, Vanderplas J, Passos A, Cournapeau D, Brucher M, Perrot M, Duchesnay \u00c9 (2011) Scikit-learn: machine learning in python. J Mach Learn Res 12(85):2825\u20132830","journal-title":"J Mach Learn Res"},{"key":"996_CR56","doi-asserted-by":"crossref","unstructured":"Perozzi B, Al-Rfou R, Skiena S (2014) DeepWalk: online learning of social representations. In: Proceedings of the 20th ACM SIGKDD international conference on knowledge discovery and data mining, pp 701\u2013710","DOI":"10.1145\/2623330.2623732"},{"issue":"3","key":"996_CR57","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1111\/cgf.12878","volume":"35","author":"N Pezzotti","year":"2016","unstructured":"Pezzotti N, H\u00f6llt T, Lelieveldt B, Eisemann E, Vilanova A (2016) Hierarchical stochastic neighbor embedding. Comput Graphics Forum 35(3):21\u201330","journal-title":"Comput Graphics Forum"},{"key":"996_CR58","doi-asserted-by":"crossref","unstructured":"Rao R, Card SK (1994) The table lens: merging graphical and symbolic representations in an interactive focus + context visualization for tabular information. In: Proceedings of the SIGCHI conference on human factors in computing systems, pp 318\u2013322","DOI":"10.1145\/191666.191776"},{"issue":"3","key":"996_CR59","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.visinf.2023.06.005","volume":"7","author":"F Rasheed","year":"2023","unstructured":"Rasheed F, Masood TB, Murthy TG, Natarajan V, Hotz I (2023) Multi-scale visual analysis of cycle characteristics in spatially-embedded graphs. Visual Inform 7(3):49\u201358","journal-title":"Visual Inform"},{"issue":"1","key":"996_CR60","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1109\/TVCG.2016.2598838","volume":"23","author":"PE Rauber","year":"2017","unstructured":"Rauber PE, Fadel SG, Falc\u00e3o AX, Telea AC (2017) Visualizing the hidden activity of artificial neural networks. IEEE Trans Vis Comput Graph 23(1):101\u2013110","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR61","unstructured":"Schreck T, Sch\u00fc\u00dfler M, Zeilfelder F, Worm K (2008) Butterfly plots for visual analysis of large point cloud data. In: Proceedings of the 16th international conference in Central Europe on computer graphics, visualization and computer vision, pp 33\u201340"},{"issue":"5","key":"996_CR62","doi-asserted-by":"publisher","first-page":"1189","DOI":"10.1007\/s12650-023-00928-0","volume":"26","author":"X Shi","year":"2023","unstructured":"Shi X, Zhang J, Liang Z, Seng D (2023) MADDPGViz: a visual analytics approach to understand multi-agent deep reinforcement learning. J Vis 26(5):1189\u20131205","journal-title":"J Vis"},{"issue":"4","key":"996_CR63","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1016\/j.visinf.2023.09.001","volume":"7","author":"G Shirato","year":"2023","unstructured":"Shirato G, Andrienko N, Andrienko G (2023) Exploring and visualizing temporal relations in multivariate time series. Visual Inform 7(4):57\u201372","journal-title":"Visual Inform"},{"key":"996_CR64","doi-asserted-by":"crossref","unstructured":"Shneiderman B (1996) The eyes have it: a task by data type taxonomy for information visualizations. In: Proceedings of IEEE symposium on visual languages, pp 336\u2013343","DOI":"10.1109\/VL.1996.545307"},{"key":"996_CR65","doi-asserted-by":"publisher","unstructured":"Smilkov D, Thorat N, Nicholson C, Reif E, Vi\u00e9gas FB, Wattenberg M (2016) Embedding projector: interactive visualization and interpretation of embeddings. Preprint at https:\/\/doi.org\/10.48550\/arXiv.1611.05469","DOI":"10.48550\/arXiv.1611.05469"},{"issue":"1","key":"996_CR66","doi-asserted-by":"publisher","first-page":"540","DOI":"10.1109\/TVCG.2021.3114870","volume":"28","author":"J-T Sohns","year":"2022","unstructured":"Sohns J-T, Schmitt M, Jirasek F, Hasse H, Leitte H (2022) Attribute-based explanation of non-linear embeddings of high-dimensional data. IEEE Trans Vis Comput Graph 28(1):540\u2013550","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"1","key":"996_CR67","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.visinf.2022.01.001","volume":"6","author":"Y Sun","year":"2022","unstructured":"Sun Y, Li J, Chen S, Andrienko G, Andrienko N, Zhang K (2022) A learning-based approach for efficient visualization construction. Visual Inform 6(1):14\u201325","journal-title":"Visual Inform"},{"issue":"6","key":"996_CR68","doi-asserted-by":"publisher","first-page":"1445","DOI":"10.1007\/s12650-023-00941-3","volume":"26","author":"M Tian","year":"2023","unstructured":"Tian M, Li G, Yuan X (2023) LitVis: a visual analytics approach for managing and exploring literature. J Vis 26(6):1445\u20131458","journal-title":"J Vis"},{"key":"996_CR69","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115628","volume":"185","author":"N Tong","year":"2021","unstructured":"Tong N, Tang Y, Chen B, Xiong L (2021) Representation learning using attention network and CNN for heterogeneous networks. Expert Syst Appl 185:115628","journal-title":"Expert Syst Appl"},{"issue":"1","key":"996_CR70","doi-asserted-by":"publisher","first-page":"1266","DOI":"10.1109\/TVCG.2022.3209435","volume":"29","author":"Q Wang","year":"2023","unstructured":"Wang Q, Huang K, Chandak P, Zitnik M, Gehlenborg N (2023) Extending the nested model for user-centric XAI: a design study on GNN-based drug repurposing. IEEE Trans Vis Comput Graph 29(1):1266\u20131276","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR71","doi-asserted-by":"crossref","unstructured":"Wang X, Ji H, Shi C, Wang B, Ye Y, Cui P, Yu PS (2019) Heterogeneous graph attention network. In: Proceedings of the world wide web conference, pp 2022\u20132032","DOI":"10.1145\/3308558.3313562"},{"issue":"1","key":"996_CR72","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1109\/TVCG.2017.2745258","volume":"24","author":"J Wenskovitch","year":"2018","unstructured":"Wenskovitch J, Crandell I, Ramakrishnan N, House L, Leman S, North C (2018) Towards a systematic combination of dimension reduction and clustering in visual analytics. IEEE Trans Vis Comput Graph 24(1):131\u2013141","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR73","doi-asserted-by":"crossref","unstructured":"Williams M, Munzner T (2004) Steerable, progressive multidimensional scaling. In: Proceedings of IEEE symposium on information visualization, pp 57\u201364","DOI":"10.1109\/INFVIS.2004.60"},{"issue":"6","key":"996_CR74","doi-asserted-by":"publisher","first-page":"1405","DOI":"10.1007\/s12650-023-00936-0","volume":"26","author":"T Xiao","year":"2023","unstructured":"Xiao T, Oda N, Onoue Y (2023) Visualization of topic transitions in SNSs through document embedding and dimensionality reduction. J Vis 26(6):1405\u20131419","journal-title":"J Vis"},{"issue":"1","key":"996_CR75","doi-asserted-by":"publisher","first-page":"688","DOI":"10.1109\/TVCG.2015.2467051","volume":"22","author":"MA Yal\u00e7in","year":"2016","unstructured":"Yal\u00e7in MA, Elmqvist N, Bederson BB (2016) AggreSet: rich and scalable set exploration using visualizations of element aggregations. IEEE Trans Vis Comput Graph 22(1):688\u2013697","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"996_CR76","doi-asserted-by":"crossref","unstructured":"Yang Y, Xia W, Lekschas F, Nobre C, Kr\u00fcger R, Pfister H (2022) The pattern is in the details: an evaluation of interaction techniques for locating, searching, and contextualizing details in multivariate matrix visualizations. In: Proceedings of the CHI conference on human factors in computing systems, pp 1\u201315","DOI":"10.1145\/3491102.3517673"},{"issue":"3","key":"996_CR77","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1111\/cgf.12386","volume":"33","author":"A Yates","year":"2014","unstructured":"Yates A, Webb A, Sharpnack M, Chamberlin H, Huang K, Machiraju R (2014) Visualizing multidimensional data with glyph SPLOMs. Comput Graphics Forum 33(3):301\u2013310","journal-title":"Comput Graphics Forum"},{"issue":"4","key":"996_CR78","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.visinf.2023.10.002","volume":"7","author":"W Zheng","year":"2023","unstructured":"Zheng W, Li J, Zhang Y (2023) Desirable molecule discovery via generative latent space exploration. Visual Inform 7(4):13\u201321","journal-title":"Visual Inform"}],"container-title":["Journal of Visualization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12650-024-00996-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12650-024-00996-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12650-024-00996-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,13]],"date-time":"2024-09-13T16:28:58Z","timestamp":1726244938000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12650-024-00996-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,5,20]]},"references-count":78,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2024,10]]}},"alternative-id":["996"],"URL":"https:\/\/doi.org\/10.1007\/s12650-024-00996-w","relation":{},"ISSN":["1343-8875","1875-8975"],"issn-type":[{"value":"1343-8875","type":"print"},{"value":"1875-8975","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,5,20]]},"assertion":[{"value":"17 August 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"1 April 2024","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 April 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 May 2024","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}