Identifying place histories from activity traces with an eye to parameter impact

IEEE Transactions on Visualization and Computer Graphics

Volumn 18, Issue 5, 2012, Pages 675-688

  Andrienko, Gennady ^a   Andrienko, Natalia ^a   Mladenov, Martin ^a   Mock, Michael ^a   Pölitz, Christian ^a  

^a FRAUNHOFER IAIS   (Germany)

Author keywords

Event detection; geovisualization; scalable visualization; scale effect; sensitivity analysis; spatiotemporal data; time series analysis; visual analytics

Indexed keywords

BEHAVIORAL RESEARCH; CELLULAR TELEPHONES; DATA VISUALIZATION; ELECTRONIC DOCUMENT EXCHANGE; MOBILE PHONES; PARAMETER ESTIMATION; SENSITIVITY ANALYSIS; TELEPHONE SETS; VISUALIZATION;

EVENT DETECTION; GEO VISUALIZATIONS; SCALABLE VISUALIZATION; SCALE EFFECTS; SPATIO-TEMPORAL DATA; VISUAL ANALYTICS;

TIME SERIES ANALYSIS;

ARTICLE; COMPUTER GRAPHICS; DAILY LIFE ACTIVITY; FACTUAL DATABASE; GEOGRAPHY; HUMAN; MOBILE PHONE; STATISTICAL ANALYSIS; TIME;

ACTIVITIES OF DAILY LIVING; CELLULAR PHONE; COMPUTER GRAPHICS; DATA INTERPRETATION, STATISTICAL; DATABASES, FACTUAL; GEOGRAPHY; HUMANS; TIME;

EID: 84859000530     PISSN: 10772626     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVCG.2011.153     Document Type: Article

References (27)

1. N. Andrienko and G. Andrienko, Exploratory Analysis of Spatial and Temporal Data: A Systematic Approach. Springer-Verlag, 2006.
2. G. Andrienko, N. Andrienko, M. Mladenov, M. Mock, and C. Poelitz, "Discovering Bits of Place Histories from People's Activity Traces," Proc. IEEE Symp. Visual Analytics Science and Technology (VAST), pp. 59-66, 2010.
3. G. Andrienko and N. Andrienko, "Visual Exploration of the Spatial Distribution of Temporal Behaviours," Proc. Ninth Int'l Conf. Information Visualisation (IV), pp. 799-806, 2005. (Pubitemid 44458599)
4. N. Andrienko and G. Andrienko, "Spatial Generalization and Aggregation of Massive Movement Data," IEEE Trans. Visualization and Computer Graphics, vol. 17, no. 2, pp. 205-219, Feb. 2011.
5. M. Basseville and I. Nikiforov, Detection of Abrupt Changes: Theory and Application. Prentice-Hall, 1993.
6. E. Billauer, "Peakdet: Peak Detection Using MATLAB," http://www.billauer.co.il/peakdet.htm, Feb. 2010.
7. P. Buono, A. Aris, C. Plaisant, A. Khella, and B. Shneiderman, "Interactive Pattern Search in Time Series," Proc. SPIE Visualization and Data Analysis, vol. 5669, pp. 175-186, 2005. (Pubitemid 40949417)
8. P. Buono, C. Plaisant, A. Simeone, A. Aris, B. Shneiderman, G. Shmueli, and W. Jank, "Similarity-Based Forecasting with Simultaneous Previews: A River Plot Interface for Time Series Forecasting," Proc. 11th Int'l Conf. Information Visualization (IV), 2007.
9. M. Elfeky, W. Aref, and A. Elmagarmid, "Periodicity Detection in Time Series Databases," IEEE Trans. Knowledge and Data Eng., vol. 17, no.7, pp. 875-887, July 2005. (Pubitemid 41049862)
10. S. Fortune, "A Sweepline Algorithm for Voronoi Diagrams," Proc. Second Ann. Symp. Computational Geometry, pp. 313-322, 1986.
11. F. Girardin, F. Fiore, C. Ratti, and J. Blat, "Leveraging Explicitly Disclosed Location Information to Understand Tourist Dynamics: A Case Study," J. Location Based Services, vol. 2, no. 1, pp. 41-56, 2008.
12. M.F. Goodchild, "Citizens as Voluntary Sensors: Spatial Data Infrastructure in the World of Web 2.0," Int'l J. Spatial Data Infrastructures Research, vol. 2, pp. 24-32, 2007.
13. T. Hägerstrand, "What about People in Regional Science?," Papers, Regional Science Assoc., vol. 24, pp. 7-21, 1970.
14. M. Hao, H. Janetzko, P. Sharma, U. Dayal, D. Keim, and M. Castellanos, "Visual Prediction of Time Series," Proc. IEEE Visual Analytics Science and Technology (VAST), pp. 229-230, 2008.
15. H. Hochheiser and B. Shneiderman, "Dynamic Query Tools for Time Series Data Sets: Timebox Widgets for Interactive Exploration," Information Visualization, vol. 3, no. 1, pp. 1-18, 2004.
16. Y. Ivanov, C. Wren, A. Sorokin, and I. Kaur, "Visualizing the History of Living Spaces," IEEE Trans. Visualization and Computer Graphics, vol. 13, no. 6, pp. 1153-1160, Nov./Dec. 2004. (Pubitemid 350076584)
17. P. Jankowski, N. Andrienko, G. Andrienko, and S. Kisilevich, "Discovering Landmark Preferences and Movement Patterns from Photo Postings," Trans. GIS, vol. 4, no. 6, pp. 833-852, 2010.
18. Y. Kawahara and M. Sugiyama, "Change-Point Detection in Time-Series Data by Direct Density-Ratio Estimation," Proc. SIAM Int'l Conf. Data Mining, 2009.
19. D. Keim, G. Andrienko, J.-D. Fekete, C. Görg, J. Kohlhammer, and G. Melancon, "Visual Analytics: Definition, Process, and Challenges," Information Visualization Human-Centered Issues and Perspectives, A. Kerren, J.T. Stasko, J.-D. Fekete, and C. North, eds., vol. 4950 of LNCS State-of-the-Art Survey, Springer, pp. 154-175, 2008.
20. S. Kisilevich, F. Mansmann, and D. Keim, "P-DBSCAN: A Density Based Clustering Algorithm for Exploration and Analysis of Attractive Areas Using Collections of Geo-tagged Photos," Proc. First Int'l Conf. and Exhibition on Computing for Geospatial Research and Application (COM.Geo '10), 2010.
21. S. Openshaw, The Modifiable Areal Unit Problem. Geo Books, 1984.
22. D. Peuquet, Representations of Space and Time. Guilford, 2002.
23. R. Pulselli, P. Romano, C. Ratti, and E. Tiezzi, "Computing Urban Mobile Landscapes through Monitoring Population Density Based on Cell-Phone Chatting," Int'l J. Design and Nature and Ecodynamics, vol. 3, no. 2, pp. 121-134, 2008.
24. M. Small and K. Judd, "Detecting Periodicity in Experimental Data Using Linear Modeling Techniques," Physical Rev. E, vol. 59, no. 2, pp. 1379-1385, Feb. 1999. (Pubitemid 129309721)
25. B. Tversky, J.B. Morrison, and M. Bétrancourt, "Animation: Can It Facilitate?," Int'l J. Human-Computer Studies, vol. 57, no. 4, pp. 247-262, 2002.
26. J.J. van Wijk and E.R. van Selow, "Cluster and Calendar Based Visualization of Time Series Data," Proc. IEEE Information Visualization (InfoVis '99), pp. 4-9, 1999.
27. D. Yankov, E. Keogh, J. Medina, B. Chiu, and V. Zordan, "Detecting Time Series Motifs under Uniform Scaling," Proc. 13th ACM SIGKDD Int'l Conf. Knowledge Discovery and Data Mining (KDD), 2007