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George Paraskevopoulos edited this page Mar 11, 2018 · 8 revisions

SOTA

Ensemble softmax regression model for speech emotion recognition Yaxin Sun & Guihua Wen pdf

Bibliography references:

Extensive Review of: Recurrence Plots Analysis (RQA) and several types of Recurrence Plots (RPs)

Marwan, N., Romano, M.C., Thiel, M. and Kurths, J., 2007. Recurrence plots for the analysis of complex systems. Physics reports, 438(5-6), pp.237-329. pdf

Applications on Logistic Artificial Data by complex network measures.

By applying our novel approach to the logistic map, we have illustrated the ability of the proposed measures to distinguish between the different dynamical regimes and to detect the corresponding transitions Marwan, N., Donges, J.F., Zou, Y., Donner, R.V. and Kurths, J., 2009. Complex network approach for recurrence analysis of time series. Physics Letters A, 373(46), pp.4246-4254. pdf

Introducing some handcrafted features for RQA also chaotic-periodic transitions detection and chaos-chaos transitions (laminar states)

Marwan, N., Wessel, N., Meyerfeldt, U., Schirdewan, A. and Kurths, J., 2002. Recurrence-plot-based measures of complexity and their application to heart-rate-variability data. Physical review E, 66(2), p.026702. pdf

First Applications of Cross-RPs in finding nonlinear relations between dynamical systems.

Marwan, N. and Kurths, J., 2002. Nonlinear analysis of bivariate data with cross recurrence plots. Physics Letters A, 302(5-6), pp.299-307. pdf

Introducing RPs:

Eckmann, J.P., Kamphorst, S.O. and Ruelle, D., 1987. Recurrence plots of dynamical systems. EPL (Europhysics Letters), 4(9), p.973. pdf

Estimating Bins for Average Mutual Information

Cellucci, C.J., Albano, A.M. and Rapp, P.E., 2005. Statistical validation of mutual information calculations: Comparison of alternative numerical algorithms. Physical Review E, 71(6), p.066208. pdf

Most closely related work on SER with RQA over RPs tested on EMODB.

Lombardi, A., Guccione, P. and Guaragnella, C., 2016. Exploring Recurrence Properties of Vowels for Analysis of Emotions in Speech. Sensors & Transducers, 204(9), p.45. pdf

Super SOS to Cite RQA:

Webber Jr, C.L. and Zbilut, J.P., 2005. Recurrence quantification analysis of nonlinear dynamical systems. Tutorials in contemporary nonlinear methods for the behavioral sciences, pp.26-94. pdf