Abstract The last decade has witnessed a number of important and exciting developments that had been achieved for improving recurrence plot-based data analysis to widen its application potential. We will give brief overview about innovative developments, such as computational improvements, alternative definitions (event-like, multiscale, heterogeneous, spatio-temporal recurrences) ideas paramet...