Abstract
The aim of the research is to apply methods of structural analysis of multidimensional data using different approaches to visualizing the results of experimental studies. To solve applied problems, the authors used NovoSparkVisualizer (demo) system, as well as the R scripting language. The leading approach to the study of this problem is the mapping of multidimensional experimental data in the form of generalized graphic images on the basis of original methods and approaches developed by the authors. The paper presents the results of solving two applied problems illustrating the effectiveness of the method for visualization of multidimensional experimental data:
-
(1)
analysis of the dynamics of the physiological state of pregnant women;
-
(2)
study of breathing parameters in patients with bronchial asthma.
In the first case, the use of cognitive graphics tools made it possible to propose an effective way of displaying the dynamics of the state of the bio-object (for example, comparing the patient’s condition before and after treatment). In the second case, it helped to reveal some previously unknown patterns of physiological response of the bronchial-pulmonary system to psycho-physiological exposure. The results of the research allow the authors to state that the methods and approaches presented in the paper can be regarded as promising directions in the analysis and presentation of multidimensional experimental data.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Paklin, N.B., Oreshkov, V.I.: Vizualizatsiya dannykh [Visualization of data]. In: Business Analytics. From data to Knowledge, 2nd edn, Peter, St. Petersburg, pp. 173–210 (2013)
Friendly, M.: Milestones in the history of thematic cartography, statistical graphics, and data visualization, 24 August 2009. Accessed 21 July 2017. http://www.math.yorku.ca/SCS/Gallery/milestone/milestone.pdf
Krum, R.: Cool Infographics: Effective Communication with Data Visualization and Design, 348 p. Wiley, Indianapolis (2014)
Iliinsky, N., Steele, J.: Designing Data Visualizations. O’Reilly, Sebastopol (2011)
Tukey, J.W.: Exploratory Data Analysis, p. 688. Pearson, Reading (1977)
Bertin, J., Barbut, M.C.: Sémiologie Graphique. Les diagrammes, les réseaux, les cartes, 431 p. Gauthier-Villars, Paris (1967)
Zenkin, A.A., Pospelov, D.A.: Kognitivnaja kompjuternaja grafika. [Cognitive computer graphics], 192 s. Nauka, Moscow (1991)
Pospelov, D.A.: Desyat «goryachikh tochek» v issledovaniyakh po iskusstvennomu intellektu. [Ten “hot spots” in research on artificial intelligence]. Intellect. Syst. (MSU). 1(1–4), 47–56 (1996)
Axelrod, R., Hamilton, W.D.: The evolution of cooperation. Science 211(4489), 1390–1396 (1981)
Axelrod, R.: Schema theory: an information processing model of perception and cognition. Am. Polit. Sci. Rev. 67(04), 1248–1266 (1973)
Axelrod, R. (ed.): Structure of Decision: The Cognitive Maps of Political Elites. Princeton University Press, Princeton (2015)
Massel, L.V., Massel, A.G., Ivanov, R.A.: Kognitivnaya grafika I semanticheskoye modelirovaniye dlya geoprostranstvennykh resheniy v energetike. [Cognitive graphics and semantic modeling for geospatial solutions in the energy sector]. In: Materials of the International Conference InterCarto/InterGIS 2015, vol. 1, no. 21, pp. 496–503 (2015). https://doi.org/10.24057/2414-9179-2015-1-21-496-503
Berestneva, O.G., Osadchaya, I.A., Nemerov, E.V.: Metody issledovaniya struktury meditsinskikh dannykh. [Methods for studying the structure of medical data]. Bull. Siberian Sci. 1(2), 333–338 (2012)
Berestneva, O.G., Muratova, E.A., Urazaev, A.M.: Kompyuternyy analiz dannykh. [Computer data analysis], 204 p. Publishing House TPU, Tomsk (2003)
Duke, V., Emanuel, V.: Informatsionnyye tekhnologii v mediko-biologicheskikh issledovaniyakh. [Information technologies in biomedical research], 528 p. Peter, St. Petersburg (2003)
Sharopin, K.A., Berestneva, O.G., Shkatova, G.I.: Vizualizatsiya rezultatov eksperimentalnykh issledovaniy. [Visualization of the results of experimental research]. Izvestiya Tomsk Polytech. Univ. 316(5), 172–176 (2010)
Berestneva, O.G., Pekker, Y.S.: Simulation and evaluation of biological systems, adaptive capabilities. In: Mechanical Engineering, Automation and Control Systems, 16–18 October 2014, Tomsk. TPU Publishing House, Tomsk (2014)
Volovodenko, V.A., Berestneva, O.G., Sharopin, K.A.: The Visual Conception of Quantitative Characteristics of Biosystems. Fundamental medicine: from scalpel towards genome, proteome and lipidome. In: Proceedings of the 1st International Conference, 25–29 April 2011, Kazan (2011)
Volovodenko, V.A., Eidzon, D.V.: Vizualizatsiya I analiz mnogomernykh dannykh s ispolzovaniyem paketa «NovoSparkVisualizer». [Visualization and analysis of multidimensional data using the “NovoSparkVisualizer” package] (2008). Accessed 25 Nov 2011. www.novospark.com, http://www.tsu.ru/storage/iro/k020410/s4/s4.doc
Berestneva, O.G., Volovodenko, V.A., Gerget, O.M., Sharopin, K.A., Osadchaya, I.A.: Multidimensional medical data visualization methods based on generalized graphic images. World Appl. Sci. J. 24, 18–23 (2013)
Gerget, O.M., Marukhina, O.V., Cherkashina, Y.A.: System for visualizing and analyzing multivariate data from medico-social research. In: Key Engineering Materials, vol. 685, pp. 957–961 (2016)
Ovcharenko, S.I.: Bronkhialnaya astma: diagnostika I lecheniye. [Bronchial asthma: diagnosis and treatment]. RMJ. 10(17), 766–767 (2002)
Nemerov, E.V., Kazakov, G.G.: K voprosu izucheniya lichnostnykh svoystv v psikhofiziologicheskoy reaktivnosti bolnykh bronkhialnoy astmoy na audiovizualnuyu stimulyatsiyu. [On the study of personal properties in the psychophysiological reactivity of patients with bronchial asthma on audiovisual stimulation]. Bull. Tomsk State Pedagogical Univ. 6(108), 134–137 (2011)
Funding
The study was carried out with the partial financial support of the Russian Foundation for Basic Research (RFBR) within scientific projects No. 18-07-00543, 18-37-00344.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2019 Springer Nature Switzerland AG
About this paper
Cite this paper
Berestneva, O.G., Marukhina, O.V., Romanchukov, S.V., Berestneva, E.V. (2019). Visualization and Cognitive Graphics in Medical Scientific Research. In: Rojas, I., Valenzuela, O., Rojas, F., Ortuño, F. (eds) Bioinformatics and Biomedical Engineering. IWBBIO 2019. Lecture Notes in Computer Science(), vol 11466. Springer, Cham. https://doi.org/10.1007/978-3-030-17935-9_39
Download citation
DOI: https://doi.org/10.1007/978-3-030-17935-9_39
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-17934-2
Online ISBN: 978-3-030-17935-9
eBook Packages: Computer ScienceComputer Science (R0)