11 skills found
JuliaDynamics / RecurrenceAnalysis.jlRecurrence Quantification Analysis in Julia
narayanps / NolinearTimeSeriesAnalysisThe codes in the toolbox can be used to perform nonlinear time series analysis on single(or multi) channel data. This is done by mapping the single channel data to phase space representation using Taken's embedding theorem (compute_psv.m). The parameters - optimal delay and dimension are estimated using first minimum of MI (compute_tau.m) and FNN method (compute_dim) respectively. The recurrence network can be constructed from the phase space vector using ComputeRecurrenceNetwork_ANN.m or ComputeRecurrenceNetwork_fixedRR.m. The topology of the RN can be further analysed using graph theoreticl quantifiers (you need BCT toolbox for this). One can also compute the complexity-entrropy plane using get_mpr_complexity.m for which the ordinal patterns are computed using get_ordinal_pattern_dist.m (see the function descp for more details). Also, the tool box contains python codes to generate variety of uni(or multi) variate surrogate data.
szhan / PyrqaRecurrence Quantification Analysis of Large-Scale Time Series
bmfreis / Recurrence PythonScientific software written in Python 3 for the creation of Recurrence Plot (RP), Cross Recurrence Plot (CRP), and Joint Recurrence Plot (JRP). It also allows the quantification analysis of RP.
Wallot / MdRQAThis repository contains additional resources to the article "Multidimensional Recurrence Quantification Analysis (MdRQA) for the analysis of multidimensional time-series: A software implementation in MATLAB and its application to group-level data in joint action", Frontiers in Psychology, by Wallot, Roepstorff & Mønster, as well as to the article "Analyzing Multivariate Dynamics Using Cross-Recurrence Quantification Analysis (CRQA), Diagonal-Cross-Recurrence Profiles (DCRP), and Multidimensional Recurrence Quantification Analysis (MdRQA) – A Tutorial in R" by Wallot & Leonardi
pucicu / RpMATLAB scripts to create recurrence plots and to perform recurrence quantification analysis.
morenococo / CrqaCross-recurrence quantification analysis of two time-series, of either categorical or continuous values. It provides different methods for profiling cross-recurrence, i.e., only looking at the diagonal recurrent points, as well as more in-depth measures of the whole cross-recurrence plot, e.g., recurrence rate.
pucicu / RP Speed TestCode to get the calculation speed for recurrence plots/ recurrence quantification analysis using MATLAB, R, Python, and Julia code.
Wallot / MdCRQAThis repository contains R and Matlab functions for the computation of Multidimensional Cross-Recurrence Quantification Analysis (MdCRQA) from the paper "Multidimensional Cross-Recurrence Quantification Analysis (MdCRQA) – a method for quantifying correlation between multivariate time-series."
carlwitt / RecurrencePlotsCustom Time Series Analysis and Visualization with Recurrence Quantification
Leshao-Zhang / Visualisation Cross Recurrence Quantification AnalysisVisualisation Cross Recurrence Quantification Analysis
