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.
| Original language | English |
|---|---|
| Title of host publication | Bioinformatics and Biomedical Engineering - 7th International Work-Conference, IWBBIO 2019, Proceedings |
| Editors | Ignacio Rojas, Fernando Rojas, Francisco Ortuño, Francisco Ortuño, Olga Valenzuela |
| Publisher | Springer Verlag |
| Pages | 433-444 |
| Number of pages | 12 |
| ISBN (Print) | 9783030179342 |
| DOIs | |
| Publication status | Published - 1 Jan 2019 |
| Event | 7th International Work-Conference on Bioinformatics and Biomedical Engineering, IWBBIO 2019 - Granada, Spain Duration: 8 May 2019 → 10 May 2019 |
Publication series
| Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
|---|---|
| Volume | 11466 LNBI |
| ISSN (Print) | 0302-9743 |
| ISSN (Electronic) | 1611-3349 |
Conference
| Conference | 7th International Work-Conference on Bioinformatics and Biomedical Engineering, IWBBIO 2019 |
|---|---|
| Country | Spain |
| City | Granada |
| Period | 8.5.19 → 10.5.19 |
Fingerprint
Keywords
- Cluster analysis
- Cognitive graphics
- Spectral representations
- Visualization methods
ASJC Scopus subject areas
- Theoretical Computer Science
- Computer Science(all)
Cite this
Visualization and Cognitive Graphics in Medical Scientific Research. / Berestneva, Olga G.; Marukhina, Olga V.; Romanchukov, Sergey V.; Berestneva, Elena V.
Bioinformatics and Biomedical Engineering - 7th International Work-Conference, IWBBIO 2019, Proceedings. ed. / Ignacio Rojas; Fernando Rojas; Francisco Ortuño; Francisco Ortuño; Olga Valenzuela. Springer Verlag, 2019. p. 433-444 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11466 LNBI).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Visualization and Cognitive Graphics in Medical Scientific Research
AU - Berestneva, Olga G.
AU - Marukhina, Olga V.
AU - Romanchukov, Sergey V.
AU - Berestneva, Elena V.
PY - 2019/1/1
Y1 - 2019/1/1
N2 - 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.
AB - 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.
KW - Cluster analysis
KW - Cognitive graphics
KW - Spectral representations
KW - Visualization methods
UR - http://www.scopus.com/inward/record.url?scp=85065729064&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85065729064&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-17935-9_39
DO - 10.1007/978-3-030-17935-9_39
M3 - Conference contribution
AN - SCOPUS:85065729064
SN - 9783030179342
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 433
EP - 444
BT - Bioinformatics and Biomedical Engineering - 7th International Work-Conference, IWBBIO 2019, Proceedings
A2 - Rojas, Ignacio
A2 - Rojas, Fernando
A2 - Ortuño, Francisco
A2 - Ortuño, Francisco
A2 - Valenzuela, Olga
PB - Springer Verlag
ER -