Visualization of time-series data in parameter space for understanding facial dynamics.
https://dl.acm.org/doi/10.1111/j.1467-8659.2011.01939.x

References

[1] BUONO P., ARIS A., PLAISANT C., KHELLA A., SHNEIDERMAN B.: Interactive pattern search in time series. In Proc. Conf. on Vis and Data Ana. (2005). 3
[2] BLACK M. J., YACOOB Y.: Recognizing facial expressions in image sequences using local parameterized models of image motion. Int. J. Comp. Vis. 25, 1 (1997), 23-48. 2
[3] CHOO J., LEE H., KIHM J., PARK H.: ivisclassifier: An interactive visual analytics system for classification based on supervised dimension reduction. In Proc. IEEE Symp. on Vis. Anal. Sci. and Tech. (2010), pp. 27-34. 2, 3
[4] COOTES T., TWINING C., PETROVIC V., BABALOLA K., TAYLOR C.: Computing accurate correspondences across groups of images. IEEE Trans. Pat. Anal. & Mach. Int. 32 (2010). 2, 3
[5] DASGUPTA A., KOSARA R.: Pargnostics: Screen-space metrics for parallel coordinates. IEEE Trans. Vis. & Comp. Graphics 16 (2010), 1017-1026. 3
[6] DALAL N., TRIGGS B.: Histograms of oriented gradients for human detection. In Proc. IEEE Conf. on Comp. Vis. and Pat. Rec. (2005), vol. 1, pp. 886-893. 2
[7] DANG T. N., WILKINSON L., ANAND A.: Stacking graphic elements to avoid over-plotting. IEEE Trans. Vis. & Comp. Graphics 16 (2010), 1044-1052. 3
[8] EKMAN P., ROSENBERG E. L.: What the face reveals: Basic and applied studies of spontaneous expression using the Facial Action Coding System. Oxford University Press, 2005. 1
[9] FANG H., COSTEN N., CRISTINACCE D., DARBY J.: 3d facial geometry recovery via group-wise optical flow. In Proc. IEEE Conf. Auto. Face and Gest. Rec. (2008), pp. 1-6. 2, 3
[10] FENG D., KWOCK L., LEE Y., TAYLOR R.: Matching visual saliency to confidence in plots of uncertain data. IEEE Trans. Vis. & Comp. Graphics 16 (2010), 980-989. 3
[11] FORSYTH D. A., PONCE J.: Computer Vision: A Modern Approach. Prentice Hall, 2002. 5
[12] GRGIC M., DELAC K.: Face recognition homepage. http://www.face-rec.org/databases/. 3
[13] HARROWER M. A., BREWER C. A.: Colorbrewer.org: An online tool for selecting color schemes for maps. The Cartographic Journal 40, 1 (2003), 27-37. 5
[14] HAO M., MARWAH M., JANETZKO H., SHARMA R., KEIM D. A., DAYAL U., PATNAIK D., RAMAKRISHNA N.: Visualizing frequent patterns in large multivariate time series. In Proc. Conf. on Vis and Data Ana. (2011). 3
[15] HOLTEN D., VAN WIJK J. J.: Evaluation of cluster identification performance for different PCP variants. Computer Graphics Forum 29, 3 (2010), 793-802. 3, 5
[16] HEINRICH J., WEISKOPF D.: Continuous parallel coordinates. IEEE Trans. Vis. & Comp. Graphics 15 (2009), 1531- 1538. 3
[17] INSELBERG A.: Parallel Coordinates: Visual Multidimensional Geometry and Its Applications. Springer-Verlag New York, Inc., Secaucus, NJ, USA, 2009. 3, 5
[18] JACK R. E., BLAIS C., SCHEEPERS C., SCHYNS P. G., CALDARA R.: Cultural confusions show that facial expressions are not universal. Journal Current biology 19, 18 (2009), 1543-1548. 3
[19] KEEFE D., EWERT M., RIBARSKY W., CHANG R.: Interactive coordinated multiple-view visualization of biomechanical motion data. IEEE Trans. Vis. & Comp. Graphics 15, 6 (2009), 1383-1390. 3
[20] KINCAID R., LAM H.: Line graph explorer: scalable display of line graphs using focus+context. In Proc. ACM Conf. on Advanced visual interfaces (2006), pp. 404-411. 3
[21] KUMAR N., LOLLA N., KEOGH E., LONARDI S., RATANAMAHATANA C. A.: Time-series bitmaps: a practical visualization tool for working with large time series databases. In Proc. SIAM Data Mining Conf. (2005), pp. 531-535. 3
[22] KRUMHUBER E., MANSTEAD A. S. R., COSKER D., MARSHALL D., ROSIN P. L., KAPPAS A.: Facial dynamics as indicators of trustworthiness and cooperative behavior. Emotion 7, 4 (2007), 730-735. 1
[23] KREKEL P. R., VALSTAR E. R., DE GROOT J., POST F. H., NELISSEN R. G. H. H., BOTHA C. P.: Visual analysis of multi-joint kinematic data. Computer Graphics Forum 29, 3 (2010), 1123-1132. 3
[24] LIN J., KEOGH E., LONARDI S.: Visualizing and discovering non-trivial patterns in large time series databases. Information Visualization 4, 2 (2005), 61-82. 3
[25] LIN J., KEOGH E., LONARDI S., CHIU B.: A symbolic representation of time series, with implications for streaming algorithms. In Proc. ACM SIGMOD workshop on Research issues in data mining and knowledge discovery (2003), pp. 2-11. 3
[26] LEE T.-Y., SHEN H.-W.: Visualization and exploration of temporal trend relationships in multivariate time-varying data. IEEE Trans. Vis. & Comp. Graphics 15 (2009), 1359-1366. 3
[27] MCLACHLAN P., MUNZNER T., KOUTSOFIOS E., NORTH S.: Liverac - interactive visual exploration of system management time-series data. In Proc. SIGCHI Conf. on Human Factors in Computing Systems (2008), pp. 1483-1492. 3
[28] MEYER M., WONG B., STYCZYNSKI M., MUNZNER T., PFISTER H.: Pathline: A tool for comparative functional genomics. Computer Graphics Forum 29, 3 (2010), 1043- 1052. 3
[29] NUSSECK M., CUNNINGHAM D. W., WALLRAVEN C., BÜLTHOFF H. H.: The contribution of different facial regions to the recognition of conversational expressions. Journal of Vision 8, 8:1 (2008), 1-23. 9
[30] NOVOTNY M., HAUSER H.: Outlier-preserving focus+ context visualization in parallel coordinates. IEEE Trans. Vis. & Comp. Graphics 12 (2006), 893-900. 3
[31] NEUMAIER A., SCHNEIDER T.: Estimation of parameters and eigenmodes of multivariate autoregressive models. ACM Trans. Math. Softw. 27, 1 (2001), 27-57. 5
[32] PANTIC M., PATRAS I.: Dynamics of facial expression: recognition of facial actions and their temporal segments from face profile image sequences. IEEE Trans. Syst. Man Cybern. B-Cybern. 36, 2 (2006), 433-449. 1, 2, 3, 7
[33] QUINLAN J. R.: C4.5: programs for machine learning. Morgan Kaufmann Publishers Inc., San Francisco, USA, 1993. 9
[34] RABINER L. R., SCHAFER R. W.: Digital Processing of Speech Signals. Pearson Education, 1978. 2
[35] SHAN C., GONG S., MCOWAN P.: Facial expression recognition based on local binary patterns: A comprehensive study. Image and Vision Computing 27 (2009), 803-816. 2
[36] SCHROEDER W., MARTIN K., LORENSEN B.: The Visualization Toolkit, 3rd edition ed. Kitware, Inc., 2003. 6
[37] TOMINSKI C., ABELLO J., SCHUMANN H.: Axesbased visualizations with radial layouts. In Proc. ACM Symp. on Applied Computing (2004), pp. 1242-1247. 3
[38] TABACHNICK B. G., FIDELL L. S.: Using Multivariate Statistics (5th Edition). Allyn & Bacon, Inc., Needham Heights, MA, USA, 2006. 4
[39] TONG Y., LIAO W., JI Q.: Facial action unit recognition by exploiting their dynamic and semantic relationships. IEEE Trans. Pat. Anal. & Mach. Int. 29, 10 (2007), 1683-1699. 2
[40] TEOH S. T., MA K.-L.: Paintingclass: interactive construction, visualization and exploration of decision trees. In Proc. ACM SIGKDD (2003), KDD '03, pp. 667-672. 3
[41] YUAN X., GUO P., XIAO H., ZHOU H., QU H.: Scattering points in parallel coordinates. IEEE Trans. Vis. & Comp. Graphics 15 (2009), 1001-1008. 3
[42] YUAN X., XIAO H., GUO H., GUO P., KENDALL W., HUANG J., ZHANG Y.: Scalable multi-variate analytics of seismic and satellite-based observational data. IEEE Trans. Vis. & Comp. Graphics 16 (2010), 1413-1420. 3
[43] ZHANG Y., JI Q., ZHU Z., YI B.: Dynamic facial expression analysis and synthesis with mpeg-4 facial animation parameters. IEEE Trans. Circuits Syst. Video Tech. 18, 10 (2008), 1383-1396. 1, 2