{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,29]],"date-time":"2025-09-29T07:47:48Z","timestamp":1759132068981,"version":"3.41.0"},"publisher-location":"Cham","reference-count":66,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319739144"},{"type":"electronic","value":"9783319739151"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-73915-1_21","type":"book-chapter","created":{"date-parts":[[2018,1,20]],"date-time":"2018-01-20T03:42:19Z","timestamp":1516419739000},"page":"256-271","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["GiViP: A Visual Profiler for Distributed Graph Processing Systems"],"prefix":"10.1007","author":[{"given":"Alessio","family":"Arleo","sequence":"first","affiliation":[]},{"given":"Walter","family":"Didimo","sequence":"additional","affiliation":[]},{"given":"Giuseppe","family":"Liotta","sequence":"additional","affiliation":[]},{"given":"Fabrizio","family":"Montecchiani","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,1,21]]},"reference":[{"key":"21_CR1","unstructured":"http:\/\/hadoop.apache.org\/. Accessed 10 June 2017"},{"key":"21_CR2","unstructured":"https:\/\/spark.apache.org\/. Accessed 10 June 2017"},{"key":"21_CR3","unstructured":"http:\/\/www.circos.ca. Accessed 10 June 2017"},{"key":"21_CR4","unstructured":"Hpc toolkit (2011). http:\/\/hpctoolkit.org\/index.html Accessed 22 Aug 2017"},{"issue":"4","key":"21_CR5","doi-asserted-by":"publisher","first-page":"539","DOI":"10.1109\/TVCG.2010.78","volume":"17","author":"D Archambault","year":"2011","unstructured":"Archambault, D., Purchase, H.C., Pinaud, B.: Animation, small multiples, and the effect of mental map preservation in dynamic graphs. IEEE Trans. Vis. Comput. Graph. 17(4), 539\u2013552 (2011)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR6","doi-asserted-by":"crossref","unstructured":"Argyriou, E.N., Symvonis, A., Vassiliou, V.: A fraud detection visualization system utilizing radial drawings and heat-maps. In: Laramee, R.S., Kerren, A., Braz, J. (eds.) IVAPP 2014, pp. 153\u2013160. SciTePress (2014)","DOI":"10.5220\/0004735501530160"},{"key":"21_CR7","doi-asserted-by":"crossref","unstructured":"Arleo, A., Didimo, W., Liotta, G., Montecchiani, F.: GiViP: a visual profiler for distributed graph processing systems. ArXiv e-prints http:\/\/arxiv.org\/abs\/1708.07985 (2017)","DOI":"10.1007\/978-3-319-73915-1_21"},{"key":"21_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-319-50106-2_1","volume-title":"Graph Drawing and Network Visualization","author":"A Arleo","year":"2016","unstructured":"Arleo, A., Didimo, W., Liotta, G., Montecchiani, F.: A distributed multilevel force-directed algorithm. In: Hu, Y., N\u00f6llenburg, M. (eds.) GD 2016. LNCS, vol. 9801, pp. 3\u201317. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-50106-2_1"},{"key":"21_CR9","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1016\/j.ins.2016.11.012","volume":"381","author":"A Arleo","year":"2017","unstructured":"Arleo, A., Didimo, W., Liotta, G., Montecchiani, F.: Large graph visualizations using a distributed computing platform. Inf. Sci. 381, 124\u2013141 (2017)","journal-title":"Inf. Sci."},{"key":"21_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1007\/978-3-540-30559-0_28","volume-title":"Graph-Theoretic Concepts in Computer Science","author":"M Baur","year":"2004","unstructured":"Baur, M., Brandes, U.: Crossing reduction in circular layouts. In: Hromkovi\u010d, J., Nagl, M., Westfechtel, B. (eds.) WG 2004. LNCS, vol. 3353, pp. 332\u2013343. Springer, Heidelberg (2004). https:\/\/doi.org\/10.1007\/978-3-540-30559-0_28"},{"issue":"1","key":"21_CR11","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1111\/cgf.12791","volume":"36","author":"F Beck","year":"2017","unstructured":"Beck, F., Burch, M., Diehl, S., Weiskopf, D.: A taxonomy and survey of dynamic graph visualization. Comput. Graph. Forum 36(1), 133\u2013159 (2017)","journal-title":"Comput. Graph. Forum"},{"issue":"1","key":"21_CR12","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1109\/TVCG.2016.2598467","volume":"23","author":"M Behrisch","year":"2017","unstructured":"Behrisch, M., Bach, B., Hund, M., Delz, M., von R\u00fcden, L., Fekete, J., Schreck, T.: Magnostics: image-based search of interesting matrix views for guided network exploration. IEEE Trans. Vis. Comput. Graph. 23(1), 31\u201340 (2017)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"issue":"12","key":"21_CR13","doi-asserted-by":"publisher","first-page":"2301","DOI":"10.1109\/TVCG.2011.185","volume":"17","author":"M Bostock","year":"2011","unstructured":"Bostock, M., Ogievetsky, V., Heer, J.: D$${^3}$$ data-driven documents. IEEE Trans. Vis. Comput. Graph. 17(12), 2301\u20132309 (2011)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR14","unstructured":"Braun, B., Qin, H.: ddtrace: rich performance monitoring in distributed systems"},{"key":"21_CR15","doi-asserted-by":"crossref","unstructured":"Bruls, M., Huizing, K., van Wijk, J.J.: Squarified treemaps. In: de Leeuw, W.C., van Liere, R. (eds.) IEEE TCVG 2000. pp. 33\u201342. Eurographics Association (2000)","DOI":"10.1007\/978-3-7091-6783-0_4"},{"issue":"12","key":"21_CR16","doi-asserted-by":"publisher","first-page":"2344","DOI":"10.1109\/TVCG.2011.226","volume":"17","author":"M Burch","year":"2011","unstructured":"Burch, M., Vehlow, C., Beck, F., Diehl, S., Weiskopf, D.: Parallel edge splatting for scalable dynamic graph visualization. IEEE Trans. Vis. Comput. Graph. 17(12), 2344\u20132353 (2011)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"issue":"6","key":"21_CR17","doi-asserted-by":"publisher","first-page":"1245","DOI":"10.1109\/TVCG.2008.166","volume":"14","author":"L Byron","year":"2008","unstructured":"Byron, L., Wattenberg, M.: Stacked graphs - geometry & aesthetics. IEEE Trans. Vis. Comput. Graph. 14(6), 1245\u20131252 (2008)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR18","unstructured":"CERN: Hadoop profiler (2016). https:\/\/github.com\/cerndb\/Hadoop-Profiler. Accessed 10 June 2017"},{"issue":"12","key":"21_CR19","first-page":"1804","volume":"8","author":"A Ching","year":"2015","unstructured":"Ching, A., Edunov, S., Kabiljo, M., Logothetis, D., Muthukrishnan, S.: One trillion edges: graph processing at Facebook-scale. PVLDB 8(12), 1804\u20131815 (2015)","journal-title":"PVLDB"},{"issue":"4","key":"21_CR20","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1109\/MCSE.2009.120","volume":"11","author":"J Cohen","year":"2009","unstructured":"Cohen, J.: Graph twiddling in a mapreduce world. Comput. Sci. Eng. 11(4), 29\u201341 (2009)","journal-title":"Comput. Sci. Eng."},{"issue":"1","key":"21_CR21","doi-asserted-by":"publisher","first-page":"55","DOI":"10.7155\/jgaa.00406","volume":"21","author":"T Crnovrsanin","year":"2017","unstructured":"Crnovrsanin, T., Chu, J., Ma, K.: An incremental layout method for visualizing online dynamic graphs. J. Graph Algorithms Appl. 21(1), 55\u201380 (2017)","journal-title":"J. Graph Algorithms Appl."},{"key":"21_CR22","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1016\/j.tcs.2016.05.017","volume":"639","author":"HR Dehkordi","year":"2016","unstructured":"Dehkordi, H.R., Eades, P., Hong, S., Nguyen, Q.H.: Circular right-angle crossing drawings in linear time. Theor. Comput. Sci. 639, 26\u201341 (2016)","journal-title":"Theor. Comput. Sci."},{"key":"21_CR23","volume-title":"Graph Drawing: Algorithms for the Visualization of Graphs","author":"G Di Battista","year":"1999","unstructured":"Di Battista, G., Eades, P., Tamassia, R., Tollis, I.G.: Graph Drawing: Algorithms for the Visualization of Graphs. Prentice-Hall, Englewood Cliffs (1999)"},{"issue":"6","key":"21_CR24","doi-asserted-by":"publisher","first-page":"953","DOI":"10.1109\/TVCG.2012.178","volume":"19","author":"U Dogrusoz","year":"2013","unstructured":"Dogrusoz, U., Belviranli, M.E., Dilek, A.: CiSE: a circular spring embedder layout algorithm. IEEE Trans. Vis. Comput. Graph. 19(6), 953\u2013966 (2013)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR25","doi-asserted-by":"crossref","unstructured":"Elmqvist, N., Do, T.N., Goodell, H., Henry, N., Fekete, J.D.: ZAME: Interactive large-scale graph visualization. In: IEEE PacificVis 2008, pp. 215\u2013222 (2008)","DOI":"10.1109\/PACIFICVIS.2008.4475479"},{"issue":"3","key":"21_CR26","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1109\/TVCG.2009.84","volume":"16","author":"N Elmqvist","year":"2010","unstructured":"Elmqvist, N., Fekete, J.D.: Hierarchical aggregation for information visualization: overview, techniques, and design guidelines. IEEE Trans. Vis. Comput. Graph. 16(3), 439\u2013454 (2010)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"issue":"4","key":"21_CR27","doi-asserted-by":"publisher","first-page":"727","DOI":"10.1109\/TVCG.2008.11","volume":"14","author":"Y Frishman","year":"2008","unstructured":"Frishman, Y., Tal, A.: Online dynamic graph drawing. IEEE Trans. Vis. Comput. Graph. 14(4), 727\u2013740 (2008)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR28","doi-asserted-by":"crossref","unstructured":"Fuchs, J., Fischer, F., Mansmann, F., Bertini, E., Isenberg, P.: Evaluation of alternative glyph designs for time series data in a small multiple setting. In: Mackay, W.E., Brewster, S.A., B\u00f8dker, S. (eds.) 2013 ACM SIGCHI, pp. 3237\u20133246. ACM (2013)","DOI":"10.1145\/2470654.2466443"},{"key":"21_CR29","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1007\/978-3-319-04178-0_3","volume-title":"Citizen in Sensor Networks","author":"L Gabrielli","year":"2014","unstructured":"Gabrielli, L., Rinzivillo, S., Ronzano, F., Villatoro, D.: From Tweets to semantic trajectories: mining anomalous urban mobility patterns. In: Nin, J., Villatoro, D. (eds.) CitiSens 2013. LNCS (LNAI), vol. 8313, pp. 26\u201335. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-04178-0_3"},{"issue":"4","key":"21_CR30","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1145\/989393.989401","volume":"39","author":"SL Graham","year":"2004","unstructured":"Graham, S.L., Kessler, P.B., McKusick, M.K.: Gprof: a call graph execution profiler. ACM SIGPLAN Not. 39(4), 49\u201357 (2004)","journal-title":"ACM SIGPLAN Not."},{"key":"21_CR31","doi-asserted-by":"crossref","unstructured":"Gulzar, M.A., Interlandi, M., Yoo, S., Tetali, S.D., Condie, T., Millstein, T.D., Kim, M.: BigDebug: debugging primitives for interactive big data processing in spark. In: ICSE 2016, pp. 784\u2013795. ACM (2016)","DOI":"10.1145\/2884781.2884813"},{"key":"21_CR32","unstructured":"Havre, S., Hetzler, B., Nowell, L.: Themeriver: visualizing theme changes over time. In: IEEE InfoVis 2000, pp. 115\u2013123. IEEE (2000)"},{"issue":"6","key":"21_CR33","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1145\/1743546.1743567","volume":"53","author":"J Heer","year":"2010","unstructured":"Heer, J., Bostock, M., Ogievetsky, V.: A tour through the visualization zoo. Commun. ACM 53(6), 59\u201367 (2010)","journal-title":"Commun. ACM"},{"issue":"6","key":"21_CR34","doi-asserted-by":"publisher","first-page":"1302","DOI":"10.1109\/TVCG.2007.70582","volume":"13","author":"N Henry","year":"2007","unstructured":"Henry, N., Fekete, J., McGuffin, M.J.: NodeTrix: a hybrid visualization of social networks. IEEE Trans. Vis. Comput. Graph. 13(6), 1302\u20131309 (2007)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"issue":"1","key":"21_CR35","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1057\/palgrave.ivs.9500061","volume":"3","author":"H Hochheiser","year":"2004","unstructured":"Hochheiser, H., Shneiderman, B.: Dynamic query tools for time series data sets: timebox widgets for interactive exploration. Inform. Vis. 3(1), 1\u201318 (2004)","journal-title":"Inform. Vis."},{"issue":"5","key":"21_CR36","doi-asserted-by":"publisher","first-page":"741","DOI":"10.1109\/TVCG.2006.147","volume":"12","author":"D Holten","year":"2006","unstructured":"Holten, D.: Hierarchical edge bundles: visualization of adjacency relations in hierarchical data. IEEE Trans. Vis. Comput. Graph. 12(5), 741\u2013748 (2006)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR37","unstructured":"Jackson, J.: Facebook\u2019s graph search puts Apache Giraph on the map (2013). http:\/\/www.pcworld.com\/article\/2046680\/facebooks-graph-search-puts-apache-giraph-on-the-map.html\/. Accessed 10 June 2017"},{"issue":"6","key":"21_CR38","doi-asserted-by":"publisher","first-page":"927","DOI":"10.1109\/TVCG.2010.162","volume":"16","author":"W Javed","year":"2010","unstructured":"Javed, W., McDonnel, B., Elmqvist, N.: Graphical perception of multiple time series. IEEE Trans. Vis. Comput. Graph. 16(6), 927\u2013934 (2010)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR39","unstructured":"Johnson, A.: Introducing statsd-jvm-profiler: a JVM profiler for hadoop (2015). https:\/\/github.com\/cerndb\/Hadoop-Profiler. Accessed 10 June 2017"},{"issue":"12","key":"21_CR40","doi-asserted-by":"publisher","first-page":"2432","DOI":"10.1109\/TVCG.2011.179","volume":"17","author":"M Krstajic","year":"2011","unstructured":"Krstajic, M., Bertini, E., Keim, D.: CloudLines: compact display of event episodes in multiple time-series. IEEE Trans. Vis. Comput. Graph. 17(12), 2432\u20132439 (2011)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"issue":"9","key":"21_CR41","doi-asserted-by":"publisher","first-page":"1639","DOI":"10.1101\/gr.092759.109","volume":"19","author":"M Krzywinski","year":"2009","unstructured":"Krzywinski, M., Schein, J., Birol, I., Connors, J., Gascoyne, R., Horsman, D., Jones, S.J., Marra, M.A.: Circos: an information aesthetic for comparative genomics. Genome Res. 19(9), 1639\u20131645 (2009)","journal-title":"Genome Res."},{"issue":"1","key":"21_CR42","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1142\/S0129626407002843","volume":"17","author":"A Lumsdaine","year":"2007","unstructured":"Lumsdaine, A., Gregor, D.P., Hendrickson, B., Berry, J.W.: Challenges in parallel graph processing. Parallel Process. Lett. 17(1), 5\u201320 (2007)","journal-title":"Parallel Process. Lett."},{"key":"21_CR43","doi-asserted-by":"crossref","unstructured":"Malewicz, G., Austern, M.H., Bik, A.J.C., Dehnert, J.C., Horn, I., Leiser, N., Czajkowski, G.: Pregel: a system for large-scale graph processing. In: ACM SIGMOD 2010, pp. 135\u2013146. ACM (2010)","DOI":"10.1145\/1807167.1807184"},{"key":"21_CR44","unstructured":"Masuda, S., Kashiwabara, T., Nakajima, K., Fujisawa, T.: On the NP-completeness of a computer network layout problem. In: IEEE International Symposium on Circuits and Systems, pp. 292\u2013295 (1987)"},{"issue":"2","key":"21_CR45","doi-asserted-by":"publisher","first-page":"25:1","DOI":"10.1145\/2818185","volume":"48","author":"RR McCune","year":"2015","unstructured":"McCune, R.R., Weninger, T., Madey, G.: Thinking like a vertex: a survey of vertex-centric frameworks for large-scale distributed graph processing. ACM Comput. Surv. 48(2), 25:1\u201325:39 (2015)","journal-title":"ACM Comput. Surv."},{"key":"21_CR46","doi-asserted-by":"crossref","unstructured":"McLachlan, P., Munzner, T., Koutsofios, E., North, S.: LiveRAC: interactive visual exploration of system management time-series data. In: 2008 ACM SIGCHI, pp. 1483\u20131492. ACM (2008)","DOI":"10.1145\/1357054.1357286"},{"key":"21_CR47","doi-asserted-by":"crossref","unstructured":"Plaisant, C., Milash, B., Rose, A., Widoff, S., Shneiderman, B.: LifeLines: visualizing personal histories. In: 1996 ACM SIGCHI, pp. 221\u2013227. ACM (1996)","DOI":"10.1145\/238386.238493"},{"key":"21_CR48","unstructured":"Playfair, W.: The Commercial and Political Atlas: Representing, by Means of Stained Copper-plate Charts, the Progress of the Commerce, Revenues, Expenditure and Debts of England During the Whole of the Eighteenth Century. Printed by T. Burton for J. Wallis, etc; 3rd edn. (1801)"},{"issue":"2","key":"21_CR49","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1016\/S0953-5438(00)00032-1","volume":"13","author":"HC Purchase","year":"2000","unstructured":"Purchase, H.C.: Effective information visualisation: a study of graph drawing aesthetics and algorithms. Interact. Comput. 13(2), 147\u2013162 (2000)","journal-title":"Interact. Comput."},{"issue":"3","key":"21_CR50","doi-asserted-by":"publisher","first-page":"233","DOI":"10.1023\/A:1016344215610","volume":"7","author":"HC Purchase","year":"2002","unstructured":"Purchase, H.C., Carrington, D.A., Allder, J.A.: Empirical evaluation of aesthetics-based graph layout. Empirical Softw. Eng. 7(3), 233\u2013255 (2002)","journal-title":"Empirical Softw. Eng."},{"key":"21_CR51","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1007\/978-3-540-70904-6_19","volume-title":"Graph Drawing","author":"HC Purchase","year":"2007","unstructured":"Purchase, H.C., Hoggan, E., G\u00f6rg, C.: How important is the \u201cMental Map\u201d? \u2013 an empirical investigation of a dynamic graph layout algorithm. In: Kaufmann, M., Wagner, D. (eds.) GD 2006. LNCS, vol. 4372, pp. 184\u2013195. Springer, Heidelberg (2007). https:\/\/doi.org\/10.1007\/978-3-540-70904-6_19"},{"key":"21_CR52","unstructured":"Reinders, J.: VTune Performance Analyzer Essentials. Intel Press (2005)"},{"key":"21_CR53","doi-asserted-by":"crossref","unstructured":"Saito, T., Miyamura, H.N., Yamamoto, M., Saito, H., Hoshiya, Y., Kaseda, T.: Two-tone pseudo coloring: Compact visualization for one-dimensional data. In: 2005 IEEE InfoVis, pp. 173\u2013180. IEEE (2005)","DOI":"10.1109\/INFVIS.2005.1532144"},{"key":"21_CR54","doi-asserted-by":"crossref","unstructured":"Salihoglu, S., Shin, J., Khanna, V., Truong, B.Q., Widom, J.: Graft: a debugging tool for Apache Giraph. In: ACM SIGMOD 2015, pp. 1403\u20131408. ACM (2015)","DOI":"10.1145\/2723372.2735353"},{"key":"21_CR55","doi-asserted-by":"crossref","unstructured":"Salihoglu, S., Widom, J.: GPS: a graph processing system. In: SSDBM 2013, pp. 22:1\u201322:12. ACM (2013)","DOI":"10.1145\/2484838.2484843"},{"key":"21_CR56","doi-asserted-by":"crossref","unstructured":"Seo, S., Yoon, E.J., Kim, J., Jin, S., Kim, J., Maeng, S.: HAMA: an efficient matrix computation with the mapreduce framework. In: CloudCom 2010, pp. 721\u2013726. IEEE (2010)","DOI":"10.1109\/CloudCom.2010.17"},{"key":"21_CR57","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/3-540-46648-7_11","volume-title":"Graph Drawing","author":"JM Six","year":"1999","unstructured":"Six, J.M., Tollis, I.G.: A framework for circular drawings of networks. In: Kratochv\u00edyl, J. (ed.) GD 1999. LNCS, vol. 1731, pp. 107\u2013116. Springer, Heidelberg (1999). https:\/\/doi.org\/10.1007\/3-540-46648-7_11"},{"issue":"12","key":"21_CR58","doi-asserted-by":"publisher","first-page":"2594","DOI":"10.1109\/TVCG.2015.2513389","volume":"22","author":"H Stitz","year":"2016","unstructured":"Stitz, H., Gratzl, S., Aigner, W., Streit, M.: ThermalPlot: visualizing multi-attribute time-series data using a thermal metaphor. IEEE Trans. Vis. Comput. Graph. 22(12), 2594\u20132607 (2016)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"21_CR59","doi-asserted-by":"crossref","unstructured":"Stitz, H., Gratzl, S., Krieger, M., Streit, M.: CloudGazer: a divide-and-conquer approach to monitoring and optimizing cloud-based networks. In: IEEE PacificVis 2015, pp. 175\u2013182. IEEE (2015)","DOI":"10.1109\/PACIFICVIS.2015.7156375"},{"key":"21_CR60","unstructured":"Tang, J.: Graph mining with Apache Giraph (2013). https:\/\/www.slideshare.net\/Hadoop_Summit\/tang-june26-205pmroom210cv2, Accessed 10 June 2017"},{"key":"21_CR61","series-title":"Encyclopedia of Mathematics and its Applications","volume-title":"The Visual Display of Quantitative Information","author":"E Tufte","year":"1983","unstructured":"Tufte, E.: The Visual Display of Quantitative Information. Encyclopedia of Mathematics and its Applications. Graphics Press, Cheshire (1983)"},{"issue":"8","key":"21_CR62","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1145\/79173.79181","volume":"33","author":"LG Valiant","year":"1990","unstructured":"Valiant, L.G.: A bridging model for parallel computation. Commun. ACM 33(8), 103\u2013111 (1990)","journal-title":"Commun. ACM"},{"key":"21_CR63","doi-asserted-by":"crossref","unstructured":"Vaquero, L.M., Cuadrado, F., Logothetis, D., Martella, C.: Adaptive partitioning for large-scale dynamic graphs. In: IEEE ICDCS 2014, pp. 144\u2013153. IEEE (2014)","DOI":"10.1109\/ICDCS.2014.23"},{"key":"21_CR64","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-33037-0_8","volume-title":"Handbook of Data Visualization","author":"MO Ward","year":"2008","unstructured":"Ward, M.O.: Multivariate data glyphs: principles and practice. Handbook of Data Visualization. Springer, Heidelberg (2008). https:\/\/doi.org\/10.1007\/978-3-540-33037-0_8"},{"issue":"2","key":"21_CR65","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1057\/palgrave.ivs.9500013","volume":"1","author":"C Ware","year":"2002","unstructured":"Ware, C., Purchase, H.C., Colpoys, L., McGill, M.: Cognitive measurements of graph aesthetics. Inform. Vis. 1(2), 103\u2013110 (2002)","journal-title":"Inform. Vis."},{"key":"21_CR66","unstructured":"Zaharia, M., Chowdhury, M., Das, T., Dave, A., Ma, J., McCauley, M., Franklin, M.J., Shenker, S., Stoica, I.: Resilient distributed datasets: a fault-tolerant abstraction for in-memory cluster computing. In: NSDI 2012, p. 2. USENIX Association (2012)"}],"container-title":["Lecture Notes in Computer Science","Graph Drawing and Network Visualization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-73915-1_21","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,29]],"date-time":"2025-06-29T23:09:18Z","timestamp":1751238558000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-73915-1_21"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319739144","9783319739151"],"references-count":66,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-73915-1_21","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"21 January 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"GD","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Symposium on Graph Drawing and Network Visualization","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Boston","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 September 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 September 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"gd2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/gd2017.ccis.northeastern.edu\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}