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2014 | OriginalPaper | Buchkapitel

Lecture 9 Interactive Information Visualization and Visual Analytics

verfasst von : Andreas Holzinger

Erschienen in: Biomedical Informatics

Verlag: Springer International Publishing

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Vorheriges Kapitel Lecture 8 Biomedical Decision Making: Reasoning and Decision Support

Nächstes Kapitel Lecture 10 Biomedical Information Systems and Medical Knowledge Management

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(2007) Visualization basics. Software visualization. Springer, Berlin. pp. 15–33

Aigner W, Bertone A, Miksch S (2007) Tutorial: introduction to visual analytics. In: Holzinger A (ed) HCI and usability for medicine and health care: third symposium of the workgroup human-computer interaction and usability engineering of the Austrian Computer Society, USAB 2007. Lecture notes in computer science (LNCS 4799). Springer, Graz, pp 453–456CrossRef

Aigner W, Miksch S, Schumann H, Tominski C (2011) Visualization of time-oriented data. Human–computer interaction series. Springer, LondonCrossRef

Andersen PB (2001) What Semiotics can and cannot do for HCI. Knowledge-Based Syst 14(8):419–424CrossRef

Barbieri M (2008) What is biosemiotics? Biosemiotics 1(1):1–3CrossRef

Barbieri M (2010) On the origin of language. Biosemiotics 3(2):201–223CrossRef

Burton-Jones A, Storey VC, Sugumaran V, Ahluwalia P (2005) A semiotic metrics suite for assessing the quality of ontologies. Data Knowledge Eng 55(1):84–102CrossRef

Carlson A, Betteridge J, Kisiel B, Settles B, Hruschka ER Jr, Mitchell TM (2010) Toward an architecture for never-ending language learning. AAAI, Bellevue

Childs H, Geveci B, Schroeder W, Meredith J, Moreland K, Sewell C, Kuhlen T, Bethel EW (2013) Research challenges for visualization software. Computer 46(5):34–42CrossRef

Dasgupta A, Kosara R (2011) Privacy-preserving data visualization using parallel coordinates. Visualization and data analysis 2011. SPIE, San Francisco

Demšar J, Curk T, Erjavec A, Gorup Č, Hočevar T, Milutinović M, Možina M, Polajnar M, Toplak M, Starič A (2013) Orange: data mining toolbox in Python. J Mach Learn Res 14:2349–2353

Donoho DL (2000) High-dimensional data analysis: the curses and blessings of dimensionality. AMS Math Challenges Lecture. pp. 1–32

El Emam K, Dankar FK (2008) Protecting privacy using k-anonymity. J Am Med Inform Assoc 15(5):627–637CrossRef

Grinstein G, Inselberg A, Laskowski S (1998) Key problems and thorny issues in multidimensional visualization. Ninth IEEE visualization 1998 (VIS’98). IEEE Computer Society. pp. 505–506

Heinrich J, Weiskopf D (2012) State of the art of parallel coordinates. Eurographics 2013-state of the art reports. The Eurographics Association. pp. 95–116

Holzinger A (2002a) Multimedia basics, volume 1: technology. Technological basics of multimedia information systems. Laxmi-Publications, New Delhi, Translation of the original German Second Edition (with assistance from Gig Searle)

Holzinger A (2002b) Multimedia basics, volume 2: learning. Cognitive basics of multimedia information systems. Laxmi-Publications, New Delhi

Holzinger A (2012) On knowledge discovery and interactive intelligent visualization of biomedical data: challenges in human–computer interaction & biomedical informatics. In: Helfert M, Fancalanci C, Filipe J (eds) DATA—international conference on data technologies and applications. INSTICC, Rome, pp 5–16

Holzinger A (2013) Human–computer interaction & knowledge discovery (HCI-KDD): what is the benefit of bringing those two fields to work together? In: Alfredo Cuzzocrea CK, Dimitris E Simos, Edgar Weippl, Lida Xu (Eds.) Multidisciplinary research and practice for information systems, springer lecture notes in computer science LNCS 8127. Springer, Heidelberg. pp. 319–328

Holzinger A, Geierhofer R, Modritscher F, Tatzl R (2008) Semantic information in medical information systems: utilization of text mining techniques to analyze medical diagnoses. J Univ Comp Sci 14(22):3781–3795

Holzinger A, Kickmeier-Rust MD, Wassertheurer S, Hessinger M (2009) Learning performance with interactive simulations in medical education: lessons learned from results of learning complex physiological models with the HAEMOdynamics SIMulator. Comput Educ 52(2):292–301CrossRef

Holzinger A, Searle G, Auinger A, Ziefle M (2011) Informatics as semiotics engineering: lessons learned from design, development and evaluation of ambient assisted living applications for elderly people. Universal access in human–computer interaction. Context diversity, Lecture notes in computer science (LNCS 6767). Springer, Berlin, pp 183–192

Holzinger A, Stocker C, Ofner B, Prohaska G, Brabenetz A, Hofmann-Wellenhof R (2013) Combining HCI, Natural language processing, and knowledge discovery—potential of IBM content analytics as an assistive technology in the biomedical domain Springer Lecture Notes in Computer Science LNCS 7947. Springer, Heidelberg, pp 13–24

Inselberg A (2005) Visualization of concept formation and learning. Kybernetes Int J Syst Cybern 34(1/2):151–166CrossRefMATH

Inselberg A (2009) Parallel coordinates: visual multidimensional geometry and its applications (foreword by Ben Shneiderman). Springer, HeidelbergCrossRef

Keim D, Mansmann F, Schneidewind J, Thomas J, Ziegler H (2008) Visual analytics: scope and challenges. In: Simoff S, Böhlen M, Mazeika A (eds) Visual data mining, lecture notes in computer science 4404. Springer, Berlin, pp 76–90

Kneebone R (2005) Evaluating clinical simulations for learning procedural skills: a theory-based approach. Acad Med J Assoc Am Med Coll 80(6):549–553CrossRef

Koch T, Denike K (2009) Crediting his critics’ concerns: remaking John Snow’s map of Broad Street cholera, 1854. Soc Sci Med 69(8):1246–1251CrossRef

Lengler R, Eppler MJ (2007) Towards a periodic table of visualization methods for management. Proceedings of the conference on graphics and visualization in engineering (GVE 2007), Clearwater, FL

Liu Z, Stasko JT (2010) Mental models, visual reasoning and interaction in information visualization: a top-down perspective. IEEE Trans Vis Comput Graph 16(6):999–1008CrossRef

Magnani R, Dirk LMA, Trievel RC, Houtz RL (2010) Calmodulin methyltransferase is an evolutionarily conserved enzyme that trimethylates Lys-115 in calmodulin. Nat Commun 1:43CrossRef

Mane KK, Börner K (2007) Computational diagnostic: a novel approach to view medical data. Los Alamos National Laboratory, Los Alamos, NM

Mayer RE (2001) Multimedia learning. Cambridge University Press, Cambridge, UKCrossRef

Mccormick B (1987) Scientific and engineering research opportunities. Comput Graph 21(6)

Mcleod KS (2000) Our sense of Snow: the myth of John Snow in medical geography. Soc Sci Med 50(7–8):923–935CrossRef

Michel JB, Shen YK, Aiden AP, Veres A, Gray MK, Pickett JP, Hoiberg D, Clancy D, Norvig P, Orwant J (2011) Quantitative analysis of culture using millions of digitized books. Science 331(6014):176CrossRef

Moreno R, Mayer RE (1999) Cognitive principles of multimedia learning: the role of modality and contiguity. J Educ Psychol 91(2):358CrossRef

Mueller K, Garg S, Nam JEJ, Berg T, Mcdonnell KT (2011) Can computers master the art of communication? A focus on visual analytics. IEEE Comput Graph Appl 31(3):14–21CrossRef

Novakova L, Stepankova O (2009) RadViz and identification of clusters in multidimensional data. 13th international conference on information visualisation, 15–17 July 2009. pp. 104–109

Paivio A, Csapo K (1973) Picture superiority in free recall: imagery or dual coding? Cogn Psychol 5(2):176–206CrossRef

Pham BL, Cai Y (2004) Visualization techniques for tongue analysis in traditional Chinese medicine. IEEE Trans Biomed Eng 51(10):1803–1810CrossRef

Pike AWG, Hoffmann DL, García-Diez M, Pettitt PB, Alcolea J, De Balbín R, González-Sainz C, De Las Heras C, Lasheras JA, Montes R, Zilhão J (2012) U-series dating of paleolithic art in 11 caves in Spain. Science 336(6087):1409–1413CrossRef

Plaisant C, Milash B, Rose A, Widoff S, Shneiderman B (1996) Life lines: visualizing personal histories. ACM CHI ‘96, September 1995. Vancouver, BC, Canada. 13–18 April 1996

Powsner SM, Tufte ER (1994) Graphical summary of patient status. Lancet 344(8919):386–389CrossRef

Ren L, Tian F, Zhang X, Zhang L (2010) DaisyViz: s model-based user interface toolkit for interactive information visualization systems. J Vis Lang Comput 21(4):209–229CrossRef

Richardson JS (2000) Early ribbon drawings of proteins. Nat Struct Mol Biol 7(8):624–625CrossRef

Saad A, Hamarneh G, Möller T (2010) Exploration and visualization of segmentation uncertainty using shape and appearance prior information. IEEE Trans Vis Comput Graph 16(6):1365–1374CrossRef

Saary MJ (2008) Radar plots: a useful way for presenting multivariate health care data. J Clin Epidemiol 61(4):311–317CrossRef

Sedlmair M, Munzner T, Tory M (2013) Empirical guidance on scatterplot and dimension reduction technique choices. IEEE Trans Vis Comput Graph 19(12):2634–2643CrossRef

Shneiderman B (1996) The eyes have it: a task by data type taxonomy for information visualizations. Proceedings of the 1996 IEEE symposium on visual languages, pp 336–343

Simon W (1972) Mathematical techniques for physiology and medicine. Academic, New York

Tory M, Möller T (2004) Human factors in visualization research. IEEE Trans Vis Comput Graph 10(1):72–84CrossRef

Vion-Dury J, Favre R, Sciaky M, Kriat M, Confort-Gouny S, Harle J, Grazziani N, Viout P, Grisoli F, Cozzone P (1993) Graphic‐aided study of metabolic modifications of plasma in cancer using proton magnetic resonance spectroscopy. NMR Biomed 6(1):58–65CrossRef

Ward M, Grinstein G, Keim D (2010) Interactive data visualization: foundations, techniques and applications. Peters, Natick, MA

Ware C (2004) Information visualization: perception for design (interactive technologies), 2nd edn. Morgan Kaufmann, San Francisco

Ware C (2012) Information visualization: perception for design, 3rd edn. Elsevier, Amsterdam

Weller JM (2004) Simulation in undergraduate medical education: bridging the gap between theory and practice. Med Educ 38(1):32–38CrossRef

Titel: Lecture 9 Interactive Information Visualization and Visual Analytics
verfasst von: Andreas Holzinger
Verlag: Springer International Publishing
Buch: Biomedical Informatics
Print ISBN: 978-3-319-04527-6

Electronic ISBN: 978-3-319-04528-3

Copyright-Jahr: 2014
DOI: https://doi.org/10.1007/978-3-319-04528-3_9

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