{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,23]],"date-time":"2025-12-23T10:42:14Z","timestamp":1766486534338,"version":"3.37.3"},"reference-count":48,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2018,4,19]],"date-time":"2018-04-19T00:00:00Z","timestamp":1524096000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2018,5]]},"DOI":"10.1007\/s11042-017-5495-y","type":"journal-article","created":{"date-parts":[[2018,4,19]],"date-time":"2018-04-19T11:37:38Z","timestamp":1524137858000},"page":"11459-11487","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Big network traffic data visualization"],"prefix":"10.1007","volume":"77","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0812-2275","authenticated-orcid":false,"given":"Zichan","family":"Ruan","sequence":"first","affiliation":[]},{"given":"Yuantian","family":"Miao","sequence":"additional","affiliation":[]},{"given":"Lei","family":"Pan","sequence":"additional","affiliation":[]},{"given":"Yang","family":"Xiang","sequence":"additional","affiliation":[]},{"given":"Jun","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,4,19]]},"reference":[{"key":"5495_CR1","unstructured":"a4papersize.org: a4 paper size. \n                    https:\/\/www.a4papersize.org\/\n                    \n                  . Accessed July 4, 2016"},{"issue":"4","key":"5495_CR2","doi-asserted-by":"publisher","first-page":"4939","DOI":"10.1007\/s11042-016-4218-0","volume":"77","author":"M Al-Ayyoub","year":"2018","unstructured":"Al-Ayyoub M, AlZu\u2019bi S, Jararweh Y, Shehab MA, Gupta BB (2018) Accelerating 3d medical volume segmentation using GPUs. Multimedia Tools and Applications 77(4):4939\u20134958","journal-title":"Multimedia Tools and Applications"},{"key":"5495_CR3","doi-asserted-by":"crossref","DOI":"10.4324\/9781315807607","volume-title":"Multidimensional models of perception and cognition","author":"FG Ashby","year":"2014","unstructured":"Ashby FG (2014) Multidimensional models of perception and cognition. Psychology Press, Hove"},{"key":"5495_CR4","volume-title":"Perception of the visual environment","author":"RG Boothe","year":"2001","unstructured":"Boothe RG (2001) Perception of the visual environment. Springer Science & Business Media, Berlin"},{"key":"5495_CR5","unstructured":"Borg I, Groenen PJ (2005) Modern multidimensional scaling: theory and applications, Springer Science & Business Media, Berlin"},{"issue":"1","key":"5495_CR6","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1007\/s00607-013-0286-4","volume":"96","author":"L Braun","year":"2014","unstructured":"Braun L, Volke M, Schlamp J, von Bodisco A, Carle G (2014) Flow-inspector: a framework for visualizing network flow data using current web technologies. Computing 96(1):15\u201326","journal-title":"Computing"},{"key":"5495_CR7","unstructured":"Brewer CA (1999) Color use guidelines for data representation. In: Proceedings of the section on statistical graphics, american statistical association, pp 55\u201360"},{"key":"5495_CR8","unstructured":"Brewer C, Harrower M, The Pennsylvania State University (2013) Colorbrewer 2.0. Accessed July 4, 2016. \n                    http:\/\/colorbrewer2.org\/#type=qualitative&scheme=Set1&n=5"},{"issue":"8","key":"5495_CR9","doi-asserted-by":"publisher","first-page":"3911","DOI":"10.1109\/TIP.2017.2708506","volume":"26","author":"X Chang","year":"2017","unstructured":"Chang X, Ma Z, Lin M, Yang Y, Hauptmann AG (2017) Feature interaction augmented sparse learning for fast kinect motion detection. IEEE Trans Image Process 26(8):3911\u20133920","journal-title":"IEEE Trans Image Process"},{"issue":"5","key":"5495_CR10","doi-asserted-by":"publisher","first-page":"1180","DOI":"10.1109\/TCYB.2016.2539546","volume":"47","author":"X Chang","year":"2017","unstructured":"Chang X, Ma Z, Yang Y, Zeng Z, Hauptmann AG (2017) Bi-level semantic representation analysis for multimedia event detection. IEEE Transactions on Cybernetics 47(5):1180\u20131197","journal-title":"IEEE Transactions on Cybernetics"},{"issue":"8","key":"5495_CR11","doi-asserted-by":"publisher","first-page":"1617","DOI":"10.1109\/TPAMI.2016.2608901","volume":"39","author":"X Chang","year":"2017","unstructured":"Chang X, Yu YL, Yang Y, Xing EP (2017) Semantic pooling for complex event analysis in untrimmed videos. IEEE Trans Pattern Anal Mach Intell 39(8):1617\u20131632","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"5495_CR12","first-page":"122","volume":"75","author":"G Dzemyda","year":"2013","unstructured":"Dzemyda G, Kurasova O, Zilinskas J (2013) Multidimensional data visualization. Methods and Applications Series: Springer Optimization and its Applications 75:122","journal-title":"Methods and Applications Series: Springer Optimization and its Applications"},{"key":"5495_CR13","doi-asserted-by":"crossref","unstructured":"Elbaham M, Nguyen KK, Cheriet M (2016) A traffic visualization framework for monitoring large-scale inter-datacenter network. In: 12th international conference on network and service management (CNSM), 2016. IEEE, pp 277\u2013281","DOI":"10.1109\/CNSM.2016.7818432"},{"key":"5495_CR14","volume-title":"Big data fundamentals: concepts, drivers & techniques","author":"T Erl","year":"2016","unstructured":"Erl T, Khattak W, Buhler P (2016) Big data fundamentals: concepts, drivers & techniques. Prentice Hall Press, Englewood Cliffs"},{"key":"5495_CR15","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1016\/j.neucom.2017.07.043","volume":"273","author":"Z Feng","year":"2018","unstructured":"Feng Z, Yuan W, Fu C, Lei J, Song M (2018) Finding intrinsic color themes in images with human visual perception. Neurocomputing 273:395\u2013402","journal-title":"Neurocomputing"},{"key":"5495_CR16","doi-asserted-by":"crossref","DOI":"10.4324\/9781315437415","volume-title":"Eye movements: cognition and visual perception, vol 8","author":"DF Fisher","year":"2017","unstructured":"Fisher DF, Monty RA, Senders JW (2017) Eye movements: cognition and visual perception, vol 8. Routledge, Evanston"},{"issue":"1","key":"5495_CR17","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1007\/s00607-013-0282-8","volume":"96","author":"E Glatz","year":"2014","unstructured":"Glatz E, Mavromatidis S, Ager B, Dimitropoulos X (2014) Visualizing big network traffic data using frequent pattern mining and hypergraphs. Computing 96 (1):27\u201338","journal-title":"Computing"},{"key":"5495_CR18","doi-asserted-by":"publisher","DOI":"10.4018\/978-1-5225-0105-3","volume-title":"Handbook of research on modern cryptographic solutions for computer and cyber security","author":"B Gupta","year":"2016","unstructured":"Gupta B, Agrawal DP, Yamaguchi S (2016) Handbook of research on modern cryptographic solutions for computer and cyber security. IGI Global, Hershey"},{"issue":"6","key":"5495_CR19","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1109\/MNET.2012.6375887","volume":"26","author":"L Harrison","year":"2012","unstructured":"Harrison L, Lu A (2012) The future of security visualization: lessons from network visualization. IEEE Netw 26(6):6\u201311","journal-title":"IEEE Netw"},{"key":"5495_CR20","doi-asserted-by":"crossref","unstructured":"Harrower M, Brewer CA (2011) Colorbrewer.org: an online tool for selecting colour schemes for maps. The map reader: Theories of mapping practice and cartographic representation, pp. 261\u2013268","DOI":"10.1002\/9780470979587.ch34"},{"issue":"1","key":"5495_CR21","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1109\/2945.841119","volume":"6","author":"I Herman","year":"2000","unstructured":"Herman I, Melan\u00e7on G, Marshall MS (2000) Graph visualization and navigation in information visualization: a survey. IEEE Trans Vis Comput Graph 6 (1):24\u201343","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"5495_CR22","unstructured":"IEEE.org (2017) Ieee publications and standards. Accessed July 4, 2016. \n                    https:\/\/www.ieee.org\/publications_standards\/index.html"},{"issue":"5","key":"5495_CR23","doi-asserted-by":"publisher","first-page":"925","DOI":"10.1109\/TVCG.2006.174","volume":"12","author":"Y Kim","year":"2006","unstructured":"Kim Y, Varshney A (2006) Saliency-guided enhancement for volume visualization. IEEE Trans Vis Comput Graph 12(5):925\u2013932","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"5495_CR24","doi-asserted-by":"crossref","unstructured":"Kumano Y, Ata S, Nakamura N, Nakahira Y, Oka I (2014) Towards real-time processing for application identification of encrypted traffic. In: International conference on computing, networking and communications (ICNC), 2014. IEEE, pp 136\u2013140","DOI":"10.1109\/ICCNC.2014.6785319"},{"issue":"10","key":"5495_CR25","doi-asserted-by":"publisher","first-page":"1746","DOI":"10.1109\/TVCG.2012.315","volume":"19","author":"S Lee","year":"2013","unstructured":"Lee S, Sips M, Seidel HP (2013) Perceptually driven visibility optimization for categorical data visualization. IEEE Trans Vis Comput Graph 19(10):1746\u20131757","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"5495_CR26","unstructured":"Li J, Yu C, Gupta BB, Ren X (2017) Color image watermarking scheme based on quaternion Hadamard transform and Schur decomposition. Multimedia Tools and Applications pp. 1\u201317"},{"key":"5495_CR27","volume-title":"Machine learning: an algorithmic perspective","author":"S Marsland","year":"2015","unstructured":"Marsland S (2015) Machine learning: an algorithmic perspective. CRC Press, Boca Raton"},{"key":"5495_CR28","doi-asserted-by":"publisher","DOI":"10.5479\/sil.129262.39088002718880","volume-title":"Atlas of the Munsell color system","author":"AH Munsell","year":"1915","unstructured":"Munsell AH (1915) Atlas of the Munsell color system. Wadsworth, Howland & Company, Incorporated, Printers, Boston"},{"issue":"767","key":"5495_CR29","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1098\/rsta.1937.0005","volume":"236","author":"J Neyman","year":"1937","unstructured":"Neyman J (1937) Outline of a theory of statistical estimation based on the classical theory of probability. Philos Trans R Soc Lond A Math Phys Sci 236(767):333\u2013380","journal-title":"Philos Trans R Soc Lond A Math Phys Sci"},{"key":"5495_CR30","doi-asserted-by":"crossref","unstructured":"Promrit N, Mingkhwan A (2015) Traffic flow classification and visualization for network forensic analysis. In: 2015 IEEE 29th international conference on advanced information networking and applications. IEEE, pp 358\u2013364","DOI":"10.1109\/AINA.2015.207"},{"key":"5495_CR31","volume-title":"Creating more effective graphs","author":"NB Robbins","year":"2012","unstructured":"Robbins NB (2012) Creating more effective graphs. Wiley, New York"},{"issue":"8","key":"5495_CR32","doi-asserted-by":"publisher","first-page":"1313","DOI":"10.1109\/TVCG.2011.144","volume":"18","author":"H Shiravi","year":"2012","unstructured":"Shiravi H, Shiravi A, Ghorbani AA (2012) A survey of visualization systems for network security. IEEE Trans Vis Comput Graph 18(8):1313\u20131329","journal-title":"IEEE Trans Vis Comput Graph"},{"key":"5495_CR33","unstructured":"Snellen H (1873) Probebuchstaben zur bestimmung der sehsch\u00e4rfe (Vol. 1). H. Peters"},{"key":"5495_CR34","doi-asserted-by":"crossref","unstructured":"Staheli D, Yu T, Crouser RJ, Damodaran S, Nam K, O\u2019Gwynn D, McKenna S, Harrison L (2014) Visualization evaluation for cyber security: trends and future directions. In: Proceedings of the eleventh workshop on visualization for cyber security. ACM, pp 49\u201356","DOI":"10.1145\/2671491.2671492"},{"key":"5495_CR35","doi-asserted-by":"crossref","unstructured":"Stone M (2016) A field guide to digital color, CRC Press, Boca Raton","DOI":"10.1201\/b12887"},{"issue":"1","key":"5495_CR36","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1109\/TVCG.2004.1260759","volume":"10","author":"M Tory","year":"2004","unstructured":"Tory M, Moller T (2004) Human factors in visualization research. IEEE Trans Vis Comput Graph 10(1):72\u201384","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"Nov","key":"5495_CR37","first-page":"2579","volume":"9","author":"L Maaten van der","year":"2008","unstructured":"van der Maaten L, Hinton G (2008) Visualizing data using t-sne. J Mach Learn Res 9(Nov):2579\u20132605","journal-title":"J Mach Learn Res"},{"key":"5495_CR38","doi-asserted-by":"crossref","unstructured":"Varela FJ, Thompson E, Rosch E (2017) The embodied mind: cognitive science and human experience, MIT Press, Cambridge","DOI":"10.7551\/mitpress\/9780262529365.001.0001"},{"issue":"6","key":"5495_CR39","doi-asserted-by":"publisher","first-page":"1739","DOI":"10.1109\/TVCG.2008.118","volume":"14","author":"L Wang","year":"2008","unstructured":"Wang L, Giesen J, McDonnell KT, Zolliker P, Mueller K (2008) Color design for illustrative visualization. IEEE Trans Vis Comput Graph 14(6):1739\u20131754","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"11","key":"5495_CR40","doi-asserted-by":"publisher","first-page":"2932","DOI":"10.1109\/TPDS.2013.307","volume":"25","author":"Y Wang","year":"2014","unstructured":"Wang Y, Xiang Y, Zhang J, Zhou W, Wei G, Yang LT (2014) Internet traffic classification using constrained clustering. IEEE Trans Parallel Distrib Syst 25 (11):2932\u20132943","journal-title":"IEEE Trans Parallel Distrib Syst"},{"key":"5495_CR41","doi-asserted-by":"crossref","unstructured":"Ward MO (1994) Xmdvtool: integrating multiple methods for visualizing multivariate data. In: Proceedings of the conference on visualization\u201994. IEEE Computer Society Press, pp 326\u2013333","DOI":"10.1109\/VISUAL.1994.346302"},{"key":"5495_CR42","unstructured":"Ware C (2012) Information visualization: perception for design, Elsevier, Amsterdam"},{"key":"5495_CR43","doi-asserted-by":"crossref","unstructured":"Xiao L, Gerth J, Hanrahan P (2006) Enhancing visual analysis of network traffic using a knowledge representation. In: 2006 IEEE symposium on visual analytics science and technology. IEEE, pp 107\u2013114","DOI":"10.1109\/VAST.2006.261436"},{"issue":"1","key":"5495_CR44","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1109\/TIFS.2012.2223675","volume":"8","author":"J Zhang","year":"2013","unstructured":"Zhang J, Chen C, Xiang Y, Zhou W, Xiang Y (2013) Internet traffic classification by aggregating correlated naive bayes predictions. IEEE Trans Inf Forensics Secur 8(1):5\u201315","journal-title":"IEEE Trans Inf Forensics Secur"},{"issue":"1","key":"5495_CR45","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1109\/TPDS.2012.98","volume":"24","author":"J Zhang","year":"2013","unstructured":"Zhang J, Xiang Y, Wang Y, Zhou W, Xiang Y, Guan Y (2013) Network traffic classification using correlation information. IEEE Trans Parallel Distrib Syst 24(1):104\u2013117","journal-title":"IEEE Trans Parallel Distrib Syst"},{"issue":"4","key":"5495_CR46","doi-asserted-by":"publisher","first-page":"1257","DOI":"10.1109\/TNET.2014.2320577","volume":"23","author":"J Zhang","year":"2015","unstructured":"Zhang J, Chen X, Xiang Y, Zhou W, Wu J (2015) Robust network traffic classification. IEEE\/ACM Trans Networking (TON) 23(4):1257\u20131270","journal-title":"IEEE\/ACM Trans Networking (TON)"},{"issue":"18","key":"5495_CR47","doi-asserted-by":"publisher","first-page":"18,513","DOI":"10.1007\/s11042-016-4162-z","volume":"76","author":"Z Zhang","year":"2017","unstructured":"Zhang Z, Sun R, Zhao C, Wang J, Chang CK, Gupta BB (2017) Cyvod: a novel trinity multimedia social network scheme. Multimedia Tools and Applications 76(18):18,513\u201318,529","journal-title":"Multimedia Tools and Applications"},{"issue":"8","key":"5495_CR48","doi-asserted-by":"publisher","first-page":"2051","DOI":"10.1109\/TVCG.2015.2489649","volume":"22","author":"L Zhou","year":"2016","unstructured":"Zhou L, Hansen CD (2016) A survey of colormaps in visualization. IEEE transactions on visualization and computer graphics 22(8):2051\u20132069","journal-title":"IEEE transactions on visualization and computer graphics"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-017-5495-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-5495-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-5495-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,4,18]],"date-time":"2019-04-18T19:19:26Z","timestamp":1555615166000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-017-5495-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,4,19]]},"references-count":48,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2018,5]]}},"alternative-id":["5495"],"URL":"https:\/\/doi.org\/10.1007\/s11042-017-5495-y","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2018,4,19]]},"assertion":[{"value":"25 February 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 November 2017","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 December 2017","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 April 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}