메뉴 건너뛰기




Volumn 8401, Issue , 2014, Pages 117-140

On computationally-enhanced visual analysis of heterogeneous data and its application in biomedical informatics

Author keywords

Complex Data; Future Challenges; Heterogenous Data; Open Problems; Visual Analytics; Visualization

Indexed keywords

DATA ACQUISITION; DATA MINING; FLOW VISUALIZATION; HUMAN COMPUTER INTERACTION; INFORMATICS; VISUALIZATION;

EID: 84949132306     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-662-43968-5_7     Document Type: Conference Paper
Times cited : (55)

References (114)
  • 4
    • 84905228273 scopus 로고    scopus 로고
    • Knowledge discovery and interactive data mining in bioinformatics - state-of-the-art, future challenges and research directions
    • Holzinger, A., Dehmer, M., Jurisica, I.: Knowledge discovery and interactive data mining in bioinformatics - state-of-the-art, future challenges and research directions. BMC Bioinformatics 15(suppl. 6), I1 (2014)
    • (2014) BMC Bioinformatics , vol.15 , Issue.6
    • Holzinger, A.1    Dehmer, M.2    Jurisica, I.3
  • 6
    • 84949139573 scopus 로고    scopus 로고
    • Introduction to Data Mining. Addison- Wesley Longman Publishing Co., Inc
    • Tan, P.N., Steinbach, M., Kumar, V.: Introduction to Data Mining. Addison- Wesley Longman Publishing Co., Inc. (2005)
    • (2005)
    • Tan, P.N.1    Steinbach, M.2    Kumar, V.3
  • 9
    • 84998044282 scopus 로고    scopus 로고
    • Inventing discovery tools: Combining information visualization with data mining
    • Shneiderman, B.: Inventing discovery tools: Combining information visualization with data mining. Information Visualization 1(1), 5–12 (2002)
    • (2002) Information Visualization , vol.1 , Issue.1 , pp. 5-12
    • Shneiderman, B.1
  • 10
    • 34548782181 scopus 로고    scopus 로고
    • Machine learning to boost the next generation of visualization technology
    • Ma, K.L.: Machine learning to boost the next generation of visualization technology. IEEE Computer Graphics and Applications 27(5), 6–9 (2007)
    • (2007) IEEE Computer Graphics and Applications , vol.27 , Issue.5 , pp. 6-9
    • Ma, K.L.1
  • 13
    • 73449146854 scopus 로고    scopus 로고
    • Illuminating the Path: The Research and Development Agenda for Visual Analytics
    • Thomas, J.J., Cook, K.A.: Illuminating the Path: The Research and Development Agenda for Visual Analytics. National Visualization and Analytics Ctr (2005)
    • (2005) National Visualization and Analytics Ctr
    • Thomas, J.J.1    Cook, K.A.2
  • 15
    • 79951784092 scopus 로고    scopus 로고
    • Investigating and reflecting on the integration of automatic data analysis and visualization in knowledge discovery
    • Bertini, E., Lalanne, D.: Investigating and reflecting on the integration of automatic data analysis and visualization in knowledge discovery. SIGKDD Explor. Newsl. 11(2), 9–18 (2010)
    • (2010) SIGKDD Explor. Newsl , vol.11 , Issue.2 , pp. 9-18
    • Bertini, E.1    Lalanne, D.2
  • 16
    • 50549094540 scopus 로고    scopus 로고
    • Visual analytics: Definition, process, and challenges
    • In: Kerren, A., Stasko, J.T., Fekete, J.-D., North, C. (eds.), Springer, Heidelberg
    • Keim, D.A., Andrienko, G., Fekete, J.-D., Gorg, C., Kohlhammer, J., Melancon, G.: Visual analytics: Definition, process, and challenges. In: Kerren, A., Stasko, J.T., Fekete, J.-D., North, C. (eds.) Information Visualization. LNCS, vol. 4950, pp. 154–175. Springer, Heidelberg (2008)
    • (2008) Information Visualization. LNCS , vol.4950 , pp. 154-175
    • Keim, D.A.1    Rienko, G.2    Fekete, J.-D.3    Gorg, C.4    Kohlhammer, J.5    Melancon, G.6
  • 18
    • 84885807915 scopus 로고    scopus 로고
    • Human-computer interaction and knowledge discovery (Hci-kdd): What is the benefit of bringing those two fields to work together?
    • In: Cuzzocrea, A., Kittl, C., Simos, D.E., Weippl, E., Xu, L. (eds.), Springer, Heidelberg
    • Holzinger, A.: Human-computer interaction and knowledge discovery (hci-kdd): What is the benefit of bringing those two fields to work together? In: Cuzzocrea, A., Kittl, C., Simos, D.E., Weippl, E., Xu, L. (eds.) CD-ARES 2013. LNCS, vol. 8127, pp. 319–328. Springer, Heidelberg (2013)
    • (2013) CD-ARES 2013. LNCS , vol.8127 , pp. 319-328
    • Holzinger, A.1
  • 19
    • 84905270610 scopus 로고    scopus 로고
    • Knowledge discovery and data mining in biomedical informatics: The future is in integrative, interactive machine learning solutions
    • In: Holzinger, A., Jurisica, I. (eds.), Springer, Heidelberg
    • Holzinger, A., Jurisica, I.: Knowledge discovery and data mining in biomedical informatics: The future is in integrative, interactive machine learning solutions. In: Holzinger, A., Jurisica, I. (eds.) Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. LNCS, vol. 8401, pp. 1–17. Springer, Heidelberg (2014)
    • (2014) Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-Of-The-Art and Future Challenges. LNCS , vol.8401 , pp. 1-17
    • Holzinger, A.1    Jurisica, I.2
  • 20
    • 84867629368 scopus 로고    scopus 로고
    • On knowledge discovery and interactive intelligent visualization of biomedical data - challenges in humancomputer interaction and biomedical informatics
    • Holzinger, A.: On knowledge discovery and interactive intelligent visualization of biomedical data - challenges in humancomputer interaction and biomedical informatics. In: DATA 2012, pp. 9–20. INSTICC (2012)
    • (2012) DATA 2012 , pp. 9-20
    • Holzinger, A.1
  • 30
    • 84891610832 scopus 로고    scopus 로고
    • Applied multiple regression/ correlation analysis for the behavioral sciences
    • Cohen, J., Cohen, P., West, S.G., Aiken, L.S.: Applied multiple regression/ correlation analysis for the behavioral sciences. Lawrence Erlbaum (2003)
    • (2003) Lawrence Erlbaum
    • Cohen, J.1    Cohen, P.2    West, S.G.3    Aiken, L.S.4
  • 31
    • 84867632479 scopus 로고    scopus 로고
    • An affordance-based framework for human computation and human-computer collaboration
    • Crouser, R.J., Chang, R.: An affordance-based framework for human computation and human-computer collaboration. IEEE Transactions on Visualization and Computer Graphics 18(12), 2859–2868 (2012)
    • (2012) IEEE Transactions on Visualization and Computer Graphics , vol.18 , Issue.12 , pp. 2859-2868
    • Crouser, R.J.1    Chang, R.2
  • 33
    • 84871777148 scopus 로고    scopus 로고
    • GI-Dagstuhl Research Seminar 2007
    • (eds.), Springer, Heidelberg
    • Kerren, A., Ebert, A., Meyer, J. (eds.): GI-Dagstuhl Research Seminar 2007. LNCS, vol. 4417. Springer, Heidelberg (2007)
    • (2007) LNCS , vol.4417
    • Kerren, A.1    Ebert, A.2    Meyer, J.3
  • 34
    • 70349898458 scopus 로고    scopus 로고
    • Principal component analysis for compositional data with outliers
    • Filzmoser, P., Hron, K., Reimann, C.: Principal component analysis for compositional data with outliers. Environmetrics 20(6), 621–632 (2009)
    • (2009) Environmetrics , vol.20 , Issue.6 , pp. 621-632
    • Filzmoser, P.1    Hron, K.2    Reimann, C.3
  • 39
    • 77957922288 scopus 로고    scopus 로고
    • Interactive dimensionality reduction through userdefined combinations of quality metrics
    • Johansson, S., Johansson, J.: Interactive dimensionality reduction through userdefined combinations of quality metrics. IEEE Transactions on Visualization and Computer Graphics 15(6), 993–1000 (2009)
    • (2009) IEEE Transactions on Visualization and Computer Graphics , vol.15 , Issue.6 , pp. 993-1000
    • Johansson, S.1    Johansson, J.2
  • 41
    • 85089793401 scopus 로고    scopus 로고
    • Visual human+machine learning
    • Fuchs, R., Waser, J., Groller, M.E.: Visual human+machine learning. IEEE TVCG 15(6), 1327–1334 (2009)
    • (2009) IEEE TVCG , vol.15 , Issue.6 , pp. 1327-1334
    • Fuchs, R.1    Waser, J.2    Groller, M.E.3
  • 43
    • 84857188863 scopus 로고    scopus 로고
    • Artemis: An integrated platform for visualization and analysis of high-throughput sequencebased experimental data
    • Carver, T., Harris, S.R., Berriman, M., Parkhill, J., McQuillan, J.A.: Artemis: An integrated platform for visualization and analysis of high-throughput sequencebased experimental data. Bioinformatics 28(4), 464–469 (2012)
    • (2012) Bioinformatics , vol.28 , Issue.4 , pp. 464-469
    • Carver, T.1    Harris, S.R.2    Berriman, M.3    Parkhill, J.4    McQuillan, J.A.5
  • 45
    • 67349263006 scopus 로고    scopus 로고
    • Integrating statistics and visualization for exploratory power: From long-term case studies to design guidelines
    • Perer, A., Shneiderman, B.: Integrating statistics and visualization for exploratory power: From long-term case studies to design guidelines. IEEE Computer Graphics and Applications 29(3), 39–51 (2009)
    • (2009) IEEE Computer Graphics and Applications , vol.29 , Issue.3 , pp. 39-51
    • Perer, A.1    Shneiderman, B.2
  • 47
    • 84875634162 scopus 로고    scopus 로고
    • Integrative genomics viewer (Igv): High-performance genomics data visualization and exploration
    • Thorvaldsdottir, H., Robinson, J.T., Mesirov, J.P.: Integrative genomics viewer (igv): High-performance genomics data visualization and exploration. Briefings in Bioinformatics 14(2), 178–192 (2013)
    • (2013) Briefings in Bioinformatics , vol.14 , Issue.2 , pp. 178-192
    • Thorvaldsdottir, H.1    Robinson, J.T.2    Mesirov, J.P.3
  • 49
    • 77955731874 scopus 로고    scopus 로고
    • Brushing moments in interactive visual analysis
    • Kehrer, J., Filzmoser, P., Hauser, H.: Brushing moments in interactive visual analysis. Computer Graphics Forum 29(3), 813–822 (2010)
    • (2010) Computer Graphics Forum , vol.29 , Issue.3 , pp. 813-822
    • Kehrer, J.1    Filzmoser, P.2    Hauser, H.3
  • 51
    • 84871015958 scopus 로고    scopus 로고
    • Tripadvisorn-d: A tourism-inspired high-dimensional space exploration framework with overview and detail
    • Nam, J., Mueller, K.: Tripadvisorn-d: A tourism-inspired high-dimensional space exploration framework with overview and detail. IEEE Transactions on Visualization and Computer Graphics 19(2), 291–305 (2013)
    • (2013) IEEE Transactions on Visualization and Computer Graphics , vol.19 , Issue.2 , pp. 291-305
    • Nam, J.1    Mueller, K.2
  • 55
    • 84880867760 scopus 로고    scopus 로고
    • Beyond control panels: Direct manipulation for visual analytics
    • Endert, A., Bradel, L., North, C.: Beyond control panels: Direct manipulation for visual analytics. IEEE Computer Graphics and Applications 33(4), 6–13 (2013)
    • (2013) IEEE Computer Graphics and Applications , vol.33 , Issue.4 , pp. 6-13
    • Endert, A.1    Bradel, L.2    North, C.3
  • 57
    • 36048998567 scopus 로고    scopus 로고
    • Freeviz - an intelligent multivariate visualization approach to explorative analysis of biomedical data
    • Demˇsar, J., Leban, G., Zupan, B.: Freeviz - an intelligent multivariate visualization approach to explorative analysis of biomedical data. Journal of Biomedical Informatics 40(6), 661–671 (2007)
    • (2007) Journal of Biomedical Informatics , vol.40 , Issue.6 , pp. 661-671
    • Demˇsar, J.1    Leban, G.2    Zupan, B.3
  • 59
    • 53149150230 scopus 로고    scopus 로고
    • Code flows: Visualizing structural evolution of source code
    • Telea, A., Auber, D.: Code flows: Visualizing structural evolution of source code. Computer Graphics Forum 27(3), 831–838 (2008)
    • (2008) Computer Graphics Forum , vol.27 , Issue.3 , pp. 831-838
    • Telea, A.1    Auber, D.2
  • 64
    • 53149090184 scopus 로고    scopus 로고
    • Towards closing the analysis gap: Visual generation of decision supporting schemes from raw data
    • Wiley Online Library
    • May, T., Kohlhammer, J.: Towards closing the analysis gap: Visual generation of decision supporting schemes from raw data. In: Computer Graphics Forum, vol. 27, pp. 911–918. Wiley Online Library (2008)
    • (2008) Computer Graphics Forum , vol.27 , pp. 911-918
    • May, T.1    Kohlhammer, J.2
  • 68
    • 33645804408 scopus 로고    scopus 로고
    • Mayday-a microarray data analysis workbench
    • Dietzsch, J., Gehlenborg, N., Nieselt, K.: Mayday-a microarray data analysis workbench. Bioinformatics 22(8), 1010–1012 (2006)
    • (2006) Bioinformatics , vol.22 , Issue.8 , pp. 1010-1012
    • Dietzsch, J.1    Gehlenborg, N.2    Nieselt, K.3
  • 69
    • 0036645183 scopus 로고    scopus 로고
    • Interactively exploring hierarchical clustering results
    • Seo, J., Shneiderman, B.: Interactively exploring hierarchical clustering results. IEEE Computer 35(7), 80–86 (2002)
    • (2002) IEEE Computer , vol.35 , Issue.7 , pp. 80-86
    • Seo, J.1    Shneiderman, B.2
  • 71
  • 77
    • 84867468021 scopus 로고    scopus 로고
    • Interactive visual analysis of temporal cluster structures
    • Turkay, C., Parulek, J., Reuter, N., Hauser, H.: Interactive visual analysis of temporal cluster structures. Computer Graphics Forum 30(3), 711–720 (2011)
    • (2011) Computer Graphics Forum , vol.30 , Issue.3 , pp. 711-720
    • Turkay, C.1    Parulek, J.2    Reuter, N.3    Hauser, H.4
  • 78
    • 84899970686 scopus 로고    scopus 로고
    • Visual cavity analysis in molecular simulations
    • Parulek, J., Turkay, C., Reuter, N., Viola, I.: Visual cavity analysis in molecular simulations. BMC Bioinformatics 14(19), 1–15 (2013)
    • (2013) BMC Bioinformatics , vol.14 , Issue.19 , pp. 1-15
    • Parulek, J.1    Turkay, C.2    Reuter, N.3    Viola, I.4
  • 80
    • 78650936017 scopus 로고    scopus 로고
    • Park, H.: Ivisclassifier: An interactive visual analytics system for classification based on supervised dimension reduction
    • Choo, J., Lee, H., Kihm, J., Park, H.: ivisclassifier: An interactive visual analytics system for classification based on supervised dimension reduction. In: 2010 IEEE Symposium on Visual Analytics Science and Technology (VAST), pp. 27–34. IEEE (2010)
    • (2010) 2010 IEEE Symposium on Visual Analytics Science and Technology (VAST , pp. 27-34
    • Choo, J.1    Lee, H.2    Kihm, J.3
  • 86
    • 84875513531 scopus 로고    scopus 로고
    • Vismon: Facilitating analysis of trade-offs, uncertainty, and sensitivity in fisheries management decision making
    • Wiley Online Library
    • Booshehrian, M., Moller, T., Peterman, R.M., Munzner, T.: Vismon: Facilitating analysis of trade-offs, uncertainty, and sensitivity in fisheries management decision making. In: Computer Graphics Forum, vol. 31, pp. 1235–1244. Wiley Online Library (2012)
    • (2012) Computer Graphics Forum , vol.31 , pp. 1235-1244
    • Booshehrian, M.1    Moller, T.2    Peterman, R.M.3    Munzner, T.4
  • 87
    • 77955754224 scopus 로고    scopus 로고
    • Pathline: A tool for comparative functional genomics
    • Wiley Online Library
    • Meyer, M., Wong, B., Styczynski, M., Munzner, T., Pfister, H.: Pathline: A tool for comparative functional genomics. In: Computer Graphics Forum, vol. 29, pp. 1043–1052. Wiley Online Library (2010)
    • (2010) Computer Graphics Forum , vol.29 , pp. 1043-1052
    • Meyer, M.1    Wong, B.2    Styczynski, M.3    Munzner, T.4    Pfister, H.5
  • 90
    • 84881216617 scopus 로고    scopus 로고
    • Uncertainty-aware exploration of continuous parameter spaces using multivariate prediction
    • Berger, W., Piringer, H., Filzmoser, P., Groller, E.: Uncertainty-aware exploration of continuous parameter spaces using multivariate prediction. Computer Graphics Forum 30(3), 911–920 (2011)
    • (2011) Computer Graphics Forum , vol.30 , Issue.3 , pp. 911-920
    • Berger, W.1    Piringer, H.2    Filzmoser, P.3    Groller, E.4
  • 93
    • 84855549511 scopus 로고    scopus 로고
    • Summarization, Correlation and Visualization. Springer
    • Mirkin, B.: Core Concepts in Data Analysis: Summarization, Correlation and Visualization. Springer (2011)
    • (2011) Core Concepts in Data Analysis
    • Mirkin, B.1
  • 95
    • 84905218426 scopus 로고    scopus 로고
    • Visual Data Mining: Effective Exploration of the Biological Universe
    • In: Holzinger, A., Jurisica, I. (eds.), Springer, Heidelberg
    • Otasek, D., Pastrello, C., Holzinger, A., Jurisica, I.: Visual Data Mining: Effective Exploration of the Biological Universe. In: Holzinger, A., Jurisica, I. (eds.) Knowledge Discovery and Data Mining. LNCS, vol. 8401, pp. 19–34. Springer, Heidelberg (2014)
    • (2014) Knowledge Discovery and Data Mining. LNCS , vol.8401 , pp. 19-34
    • Otasek, D.1    Pastrello, C.2    Holzinger, A.3    Jurisica, I.4
  • 101
    • 22944469395 scopus 로고    scopus 로고
    • Top 10 unsolved information visualization problems
    • Chen, C.: Top 10 unsolved information visualization problems. IEEE Computer Graphics and Applications 25(4), 12–16 (2005)
    • (2005) IEEE Computer Graphics and Applications , vol.25 , Issue.4 , pp. 12-16
    • Chen, C.1
  • 102
    • 84885756946 scopus 로고    scopus 로고
    • On Visual Analytics And Evaluation In Cell Physiology: A Case Study
    • In: Cuzzocrea, A., Kittl, C., Simos, D.E., Weippl, E., Xu, L. (eds.), Springer, Heidelberg
    • Jeanquartier, F., Holzinger, A.: On Visual Analytics And Evaluation In Cell Physiology: A Case Study. In: Cuzzocrea, A., Kittl, C., Simos, D.E., Weippl, E., Xu, L. (eds.) CD-ARES 2013. LNCS, vol. 8127, pp. 495–502. Springer, Heidelberg (2013)
    • (2013) CD-ARES 2013. LNCS , vol.8127 , pp. 495-502
    • Jeanquartier, F.1    Holzinger, A.2
  • 103
    • 17044428009 scopus 로고    scopus 로고
    • Usability engineering methods for software developers
    • Holzinger, A.: Usability engineering methods for software developers. Communications of the ACM 48(1), 71–74 (2005)
    • (2005) Communications of the ACM , vol.48 , Issue.1 , pp. 71-74
    • Holzinger, A.1
  • 104
    • 84872233272 scopus 로고    scopus 로고
    • Visualization and visual analysis of multifaceted scientific data: A survey
    • Kehrer, J., Hauser, H.: Visualization and visual analysis of multifaceted scientific data: A survey. IEEE Transactions on Visualization and Computer Graphics 19(3), 495–513 (2013)
    • (2013) IEEE Transactions on Visualization and Computer Graphics , vol.19 , Issue.3 , pp. 495-513
    • Kehrer, J.1    Hauser, H.2
  • 106
    • 33847062376 scopus 로고    scopus 로고
    • Supporting serendipity: Using ambient intelligence to augment user exploration for data mining and web browsing
    • Beale, R.: Supporting serendipity: Using ambient intelligence to augment user exploration for data mining and web browsing. International Journal of Human- Computer Studies 65(5), 421–433 (2007)
    • (2007) International Journal of Human- Computer Studies , vol.65 , Issue.5 , pp. 421-433
    • Beale, R.1
  • 107
    • 45849102270 scopus 로고    scopus 로고
    • Dynamic media in computer science education; content complexity and learning performance: Is less more?
    • Holzinger, A., Kickmeier-Rust, M., Albert, D.: Dynamic media in computer science education; content complexity and learning performance: Is less more? Educational Technology & Society 11(1), 279–290 (2008)
    • (2008) Educational Technology & Society , vol.11 , Issue.1 , pp. 279-290
    • Holzinger, A.1    Kickmeier-Rust, M.2    Albert, D.3
  • 110
    • 0027379242 scopus 로고
    • A neurobiological model of visual-attention and invariant pattern-recognition based on dynamic routing of information
    • Olshausen, B.A., Anderson, C.H., Vanessen, D.C.: A neurobiological model of visual-attention and invariant pattern-recognition based on dynamic routing of information. Journal of Neuroscience 13(11), 4700–4719 (1993)
    • (1993) Journal of Neuroscience , vol.13 , Issue.11 , pp. 4700-4719
    • Olshausen, B.A.1    Erson, C.H.2    Vanessen, D.C.3
  • 113
    • 84905265299 scopus 로고    scopus 로고
    • On topological data mining
    • In: Holzinger, A., Jurisica, I. (eds.), Springer, Heidelberg
    • Holzinger, A.: On topological data mining. In: Holzinger, A., Jurisica, I. (eds.) Knowledge Discovery and Data Mining. LNCS, vol. 8401, pp. 331–356. Springer, Heidelberg (2014)
    • (2014) Knowledge Discovery and Data Mining. LNCS , vol.8401 , pp. 331-356
    • Holzinger, A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.