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github
chaosuo/hctsa-master
CO_Embed2_Basic.m
.m
hctsa-master/Operations/CO_Embed2_Basic.m
4,455
utf_8
f910a4210888815c125f55b82716fdd4
% ------------------------------------------------------------------------------ % CO_Embed2_Basic % ------------------------------------------------------------------------------ % % Obtains a set of measures of point density in a plot of y_i against y_{i-tau}. % % INPUTS: % y, the input time series % % tau, the tim...
github
chaosuo/hctsa-master
DN_Compare_zscore.m
.m
hctsa-master/Operations/DN_Compare_zscore.m
2,433
utf_8
d136fadab4752852feab5b4af1f79384
% ------------------------------------------------------------------------------ % DN_Compare_zscore % ------------------------------------------------------------------------------ % % Compares the distribution of a time series to a z-scored version of it % %---INPUT: % x, a (not z-scored) time series % %---OUTPUTS...
github
chaosuo/hctsa-master
CO_AddNoise.m
.m
hctsa-master/Operations/CO_AddNoise.m
5,200
utf_8
72c2170d62721f490c81296590afebe2
% ------------------------------------------------------------------------------ % CO_AddNoise % ------------------------------------------------------------------------------ % % Analyzes changes in the automutual information function with the addition of % noise to the input time series. % Adds Gaussian-distributed ...
github
chaosuo/hctsa-master
CO_TranslateShape.m
.m
hctsa-master/Operations/CO_TranslateShape.m
6,194
utf_8
1d3c7c686a0d0e08a02e02147ec3019a
% ------------------------------------------------------------------------------ % CO_TranslateShape % ------------------------------------------------------------------------------ % % Returns statistics on the number of data points that reside inside a given % geometric shape that is moved around the time series. In...
github
chaosuo/hctsa-master
EN_SampEn.m
.m
hctsa-master/Operations/EN_SampEn.m
3,547
utf_8
70228f1b3487cc2ecf942ea0e0545c26
% ------------------------------------------------------------------------------ % EN_SampEn % ------------------------------------------------------------------------------ % % Estimates the Sample Entropy of the time series, SampEn(m,r), by referencing % code from PhysioNet. % % The publicly-available PhysioNet cod...
github
chaosuo/hctsa-master
NL_TSTL_PoincareSection.m
.m
hctsa-master/Operations/NL_TSTL_PoincareSection.m
8,284
utf_8
7ea625250f98c80f8e558db8dc6c96b1
% ------------------------------------------------------------------------------ % NL_TSTL_PoincareSection % ------------------------------------------------------------------------------ % % Obtains a Poincare section of the time-delay embedded time series, producing a % set of vector points projected orthogonal to t...
github
chaosuo/hctsa-master
TSTL_localdensity.m
.m
hctsa-master/Operations/TSTL_localdensity.m
4,193
utf_8
1265112a31911f81701d2f5bacce13d5
% ------------------------------------------------------------------------------ % TSTL_localdensity % ------------------------------------------------------------------------------ % % Uses TSTOOL code localdensity, which is very poorly documented in the TSTOOL % documentation, but we can assume it returns local dens...
github
chaosuo/hctsa-master
SY_StatAv.m
.m
hctsa-master/Operations/SY_StatAv.m
3,666
utf_8
060faf5412a513bedbf3a5c99071cd00
% ------------------------------------------------------------------------------ % SY_StatAv % ------------------------------------------------------------------------------ % % The StatAv measure is a simple mean-stationarity metric that divides % the time series into non-overlapping subsegments, calculates the mean ...
github
chaosuo/hctsa-master
SD_SurrogateTest.m
.m
hctsa-master/Operations/SD_SurrogateTest.m
11,451
utf_8
bd70a64de7d1060d2ee2b32880153d7c
% ------------------------------------------------------------------------------ % SD_SurrogateTest % ------------------------------------------------------------------------------ % % Analyzes the test statistics obtained from surrogate time series compared to % those measured from the given time series. % % This co...
github
chaosuo/hctsa-master
FC_LoopLocalSimple.m
.m
hctsa-master/Operations/FC_LoopLocalSimple.m
6,050
utf_8
6b386959ed7e3f79d452f80985dc3c2d
% ------------------------------------------------------------------------------ % FC_LoopLocalSimple % ------------------------------------------------------------------------------ % % Analyzes the outputs of FC_LocalSimple for a range of local window lengths, l. % Loops over the length of the data to use for FC_Loc...
github
chaosuo/hctsa-master
CO_tc3.m
.m
hctsa-master/Operations/CO_tc3.m
3,140
utf_8
d73a834b2c881b4cef9cdc2c26d2d093
% ------------------------------------------------------------------------------ % CO_tc3 % ------------------------------------------------------------------------------ % % Computes the tc3 function, a normalized nonlinear autocorrelation, at a % given time-delay, tau. % Outputs are the raw tc3 expression, its magnit...
github
chaosuo/hctsa-master
FC_Surprise.m
.m
hctsa-master/Operations/FC_Surprise.m
7,366
utf_8
592c912c406cc94e47e5f1df92ae9664
% ------------------------------------------------------------------------------ % FC_Surprise % ------------------------------------------------------------------------------ % % How surprised you might be by the next recorded data points given the data % recorded in recent memory. % % Coarse-grains the time series,...
github
chaosuo/hctsa-master
ST_FitPolynomial.m
.m
hctsa-master/Operations/ST_FitPolynomial.m
2,825
utf_8
6cc173c0ac2d28c075908206bf950d7b
% ------------------------------------------------------------------------------ % ST_FitPolynomial % ------------------------------------------------------------------------------ % % Fits a polynomial of order k to the time series, and returns the mean % square error of the fit. % % Usually kind of a stupid thing t...
github
chaosuo/hctsa-master
EN_wentropy.m
.m
hctsa-master/Operations/EN_wentropy.m
3,043
utf_8
c6eba0c389e9efeb2f64d0a93e9f8275
% ------------------------------------------------------------------------------ % EN_wentropy % ------------------------------------------------------------------------------ % % Uses the wentropy function from Matlab's Wavelet toolbox to % estimate the entropy of the input time series. % %--INPUTS: % y, the input t...
github
chaosuo/hctsa-master
WL_fBM.m
.m
hctsa-master/Operations/WL_fBM.m
2,149
utf_8
6ba745dae3aab33c2f3ec7c87013f2e4
% ------------------------------------------------------------------------------ % WL_fBM % ------------------------------------------------------------------------------ % % Uses the wfbmesti function from Matlab's Wavelet Toolbox to estimate the % parameters of fractional Gaussian Noise, or fractional Brownian motio...
github
chaosuo/hctsa-master
DN_HighLowMu.m
.m
hctsa-master/Operations/DN_HighLowMu.m
1,735
utf_8
d3c5739473d5913aeb15e45f38d7f96e
% ------------------------------------------------------------------------------ % DN_HighLowMu % ------------------------------------------------------------------------------ % % Calculates a statistic related to the mean of the time series data that % is above the (global) time-series mean compared to the mean of t...
github
chaosuo/hctsa-master
CO_HistogramAMI.m
.m
hctsa-master/Operations/CO_HistogramAMI.m
4,795
utf_8
43c10e6c082f3a82eeec8e983af3e13b
% ------------------------------------------------------------------------------ % CO_HistogramAMI % ------------------------------------------------------------------------------ % % Calculates the automutual information using histograms, using a given approach % to binning the data. % % Uses hist2.m function (renam...
github
chaosuo/hctsa-master
SY_StdNthDerChange.m
.m
hctsa-master/Operations/SY_StdNthDerChange.m
2,935
utf_8
adb26db5238dae8a24b4d4e1ad293995
% ------------------------------------------------------------------------------ % SY_StdNthDerChange % ------------------------------------------------------------------------------ % % This operation returns statistics on how the output of SY_StdNthDer changes % with the order of the derivative of the signal. % % O...
github
chaosuo/hctsa-master
PH_ForcePotential.m
.m
hctsa-master/Operations/PH_ForcePotential.m
5,820
utf_8
ebc5b50513fc67591a4cdb1afa21859f
% ------------------------------------------------------------------------------ % PH_ForcePotential % ------------------------------------------------------------------------------ % % Couples the values of the time series to a given dynamical system. The input % time series forces a particle in the given potential w...
github
chaosuo/hctsa-master
MF_FitSubsegments.m
.m
hctsa-master/Operations/MF_FitSubsegments.m
12,469
utf_8
4f9ad134f51df3ae3c8a25abd0b23e9f
% ------------------------------------------------------------------------------ % MF_FitSubsegments % ------------------------------------------------------------------------------ % % Looks at the robustness of fitted parameters from a model applied to different % segments of the time series. % % The spread of para...
github
chaosuo/hctsa-master
WL_scal2frq.m
.m
hctsa-master/Operations/WL_scal2frq.m
4,756
utf_8
b99a3757f6f29c1be86578dbb2e124e4
% ------------------------------------------------------------------------------ % WL_scal2frq % ------------------------------------------------------------------------------ % % Estimates frequency components in a periodic time series using functions from % Matlab's Wavelet Toolbox, including the scal2frq function. ...
github
chaosuo/hctsa-master
WL_DetailCoeffs.m
.m
hctsa-master/Operations/WL_DetailCoeffs.m
5,884
utf_8
95a88392ff0c0742df0204c802f82c70
% ------------------------------------------------------------------------------ % WL_DetailCoeffs % ------------------------------------------------------------------------------ % % Compares the detail coefficients obtained at each level of the wavelet % decomposition from 1 to the maximum possible level for the wav...
github
chaosuo/hctsa-master
SY_SlidingWindow.m
.m
hctsa-master/Operations/SY_SlidingWindow.m
5,730
utf_8
677679279133bf526e5144bde9601b11
% ------------------------------------------------------------------------------ % SY_SlidingWindow % ------------------------------------------------------------------------------ % % This function is based on sliding a window along the time series, measuring % some quantity in each window, and outputting some summar...
github
chaosuo/hctsa-master
EN_ApEn.m
.m
hctsa-master/Operations/EN_ApEn.m
2,826
utf_8
f71a0198e3e58f2a4398e76cef1ef7b6
% ------------------------------------------------------------------------------ % EN_ApEn % ------------------------------------------------------------------------------ % % Estimates the Approximate Entropy of the time series, ApEn(m,r). % % cf. S. M. Pincus, "Approximate entropy as a measure of system complexity"...
github
chaosuo/hctsa-master
WL_dwtcoeff.m
.m
hctsa-master/Operations/WL_dwtcoeff.m
5,274
utf_8
ead694d2965d0b0cee19f0f32f8b342b
% ------------------------------------------------------------------------------ % WL_dwtcoeff % ------------------------------------------------------------------------------ % % Decomposes the time series using a given wavelet and outputs statistics on the % coefficients obtained up to a maximum level, level. % %--...
github
chaosuo/hctsa-master
EN_RM_entropy.m
.m
hctsa-master/Operations/EN_RM_entropy.m
1,757
utf_8
2966ebff7c47a028230ea37cb5f0924e
% ------------------------------------------------------------------------------ % EN_RM_entropy % ------------------------------------------------------------------------------ % % Measures the entropy of the time series using a function by Rudy Moddemeijer % % Original code, now RM_entropy, was obtained from: % htt...
github
chaosuo/hctsa-master
SY_LocalGlobal.m
.m
hctsa-master/Operations/SY_LocalGlobal.m
4,778
utf_8
1270157ec02816deb9da7004346bc412
% ------------------------------------------------------------------------------ % SY_LocalGlobal % ------------------------------------------------------------------------------ % % Compares statistics measured in a local region of the time series to that % measured of the full time series. % %---INPUTS: % y, the ti...
github
chaosuo/hctsa-master
NL_embed_PCA.m
.m
hctsa-master/Operations/NL_embed_PCA.m
4,223
utf_8
6e0dcfe0f4d5bdad53f6409bc0ad969f
% ------------------------------------------------------------------------------ % NL_embed_PCA % ------------------------------------------------------------------------------ % % Reconstructs the time series as a time-delay embedding, and performs Principal % Components Analysis on the result using princomp code fro...
github
chaosuo/hctsa-master
MF_CompareTestSets.m
.m
hctsa-master/Operations/MF_CompareTestSets.m
8,709
utf_8
efc61bb6856e2837da13964c4f870931
% ------------------------------------------------------------------------------ % MF_CompareTestSets % ------------------------------------------------------------------------------ % % Looks at robustness of test set goodness of fit over different samples in % the time series from fitting a given time-series model. ...
github
chaosuo/hctsa-master
SY_KPSStest.m
.m
hctsa-master/Operations/SY_KPSStest.m
3,073
utf_8
d885499b1886fa62582d2220b07847cc
% ------------------------------------------------------------------------------ % SY_KPSStest % ------------------------------------------------------------------------------ % % Performs the KPSS stationarity test, of Kwiatkowski, Phillips, Schmidt, and Shin, % "Testing the null hypothesis of stationarity against th...
github
chaosuo/hctsa-master
MD_hrv_classic.m
.m
hctsa-master/Operations/MD_hrv_classic.m
4,225
utf_8
72048382700f39d738143ac81c59bbe3
% ------------------------------------------------------------------------------ % MD_hrv_classic % ------------------------------------------------------------------------------ % % Packages up a bunch of classic heart rate variability (HRV) statistics and % applies them to the input time series. % % Assumes an NN/R...
github
chaosuo/hctsa-master
CO_AutoCorr.m
.m
hctsa-master/Operations/CO_AutoCorr.m
6,421
utf_8
2a356adb53c29ed0d24daaad9745abc4
% ------------------------------------------------------------------------------ % CO_AutoCorr % ------------------------------------------------------------------------------ % % Computes the autocorrelation of an input time series, y, at a time-lag, tau % %---INPUTS: % y, a scalar time series column vector. % tau, ...
github
chaosuo/hctsa-master
SP_Summaries.m
.m
hctsa-master/Operations/SP_Summaries.m
17,072
utf_8
0902b2458a64916653a2d6ccf056ae21
% ------------------------------------------------------------------------------ % SP_Summaries % ------------------------------------------------------------------------------ % % Returns a set of measures summarizing an estimate of the Fourier transform of % the signal. % % The estimation can be done using a period...
github
chaosuo/hctsa-master
SB_BinaryStats.m
.m
hctsa-master/Operations/SB_BinaryStats.m
4,446
utf_8
cb9f25421907743439f19c85ae9f2734
% ------------------------------------------------------------------------------ % SB_BinaryStats % ------------------------------------------------------------------------------ % % Returns statistics on a binary symbolization of the time series (to a symbolic % string of 0s and 1s). % % Provides information about t...
github
chaosuo/hctsa-master
MF_hmm_fit.m
.m
hctsa-master/Operations/MF_hmm_fit.m
4,174
utf_8
439bc71291f8fceeb04ede185bbe837e
% ------------------------------------------------------------------------------ % MF_hmm_fit % ------------------------------------------------------------------------------ % % Uses Zoubin Gharamani's implementation of HMMs for real-valued Gaussian % observations: % http://www.gatsby.ucl.ac.uk/~zoubin/software.html ...
github
chaosuo/hctsa-master
NL_TSTL_LargestLyap.m
.m
hctsa-master/Operations/NL_TSTL_LargestLyap.m
11,188
utf_8
4db68869abac335eb435c11519011bb0
% ------------------------------------------------------------------------------ % NL_TSTL_LargestLyap % ------------------------------------------------------------------------------ % % Computes the largest Lyapunov exponent of a time-delay reconstructed time % series using the TSTOOL code 'largelyap'. % % TSTOOL: ...
github
chaosuo/hctsa-master
EX_MovingThreshold.m
.m
hctsa-master/Operations/EX_MovingThreshold.m
4,568
utf_8
86f64f9b3a8a6adb48858f0d8b891ed2
% ------------------------------------------------------------------------------ % EX_MovingThreshold % ------------------------------------------------------------------------------ % % A measure based on a moving threshold model for extreme events. Inspired by an % idea contained in the following paper: % "Reactions...
github
chaosuo/hctsa-master
ST_Length.m
.m
hctsa-master/Operations/ST_Length.m
1,616
utf_8
74e0703e18adc655b58d89c9f66e342e
% ------------------------------------------------------------------------------ % ST_Length % ------------------------------------------------------------------------------ % % Measures the length of the input time series vector. % %---INPUT: % y, the time series vector % %---OUTPUT: the length of the time series %...
github
chaosuo/hctsa-master
DN_OutlierInclude.m
.m
hctsa-master/Operations/DN_OutlierInclude.m
10,025
utf_8
154274abb0304cc894d2d46d4714fb9d
% ------------------------------------------------------------------------------ % DN_OutlierInclude % ------------------------------------------------------------------------------ % % Measures a range of different statistics about the time series as more and % more outliers are included in the calculation according ...
github
chaosuo/hctsa-master
CO_Embed2_Shapes.m
.m
hctsa-master/Operations/CO_Embed2_Shapes.m
5,125
utf_8
9581ed95211ad1d527b81f5ab53def59
% ------------------------------------------------------------------------------ % CO_Embed2_Shapes % ------------------------------------------------------------------------------ % % Takes a shape and places it on each point in the two-dimensional time-delay % embedding space sequentially. This function counts the p...
github
chaosuo/hctsa-master
SY_DriftingMean.m
.m
hctsa-master/Operations/SY_DriftingMean.m
3,442
utf_8
6fbe58a3bcd07bb7fcc597a14d8a84f5
% ------------------------------------------------------------------------------ % SY_DriftingMean % ------------------------------------------------------------------------------ % % This function implements an idea found in the Matlab Central forum: % http://www.mathworks.de/matlabcentral/newsreader/view_thread/1365...
github
chaosuo/hctsa-master
CP_ML_StepDetect.m
.m
hctsa-master/Operations/CP_ML_StepDetect.m
10,357
utf_8
4d2e2012ac3ee322a65b0207ed05ebae
% ------------------------------------------------------------------------------ % CP_ML_StepDetect % ------------------------------------------------------------------------------ % % Gives information about discrete steps in the signal, using the function % l1pwc from Max A. Little's step detection toolkit. % % cf....
github
chaosuo/hctsa-master
EN_DistributionEntropy.m
.m
hctsa-master/Operations/EN_DistributionEntropy.m
4,641
utf_8
7351eb486c2cfbaef41ae3262a404980
% ------------------------------------------------------------------------------ % EN_DistributionEntropy % ------------------------------------------------------------------------------ % % Estimates of entropy from the static distribution of the time series. The % distribution is estimated either using a histogram w...
github
chaosuo/hctsa-master
PH_Walker.m
.m
hctsa-master/Operations/PH_Walker.m
9,479
utf_8
1d25c8bd8065908a3e80cd5707f594e2
% ------------------------------------------------------------------------------ % PH_Walker % ------------------------------------------------------------------------------ % % This operation simulates a hypothetical particle (or 'walker'), that moves in % the time domain in response to values of the time series at e...
github
chaosuo/hctsa-master
MF_GP_LocalPrediction.m
.m
hctsa-master/Operations/MF_GP_LocalPrediction.m
8,750
utf_8
9a8d5b5d79ba99a87639c8366f2e40ce
% ------------------------------------------------------------------------------ % MF_GP_LocalPrediction % ------------------------------------------------------------------------------ % % Fits a given Gaussian Process model to a section of the time series and uses % it to predict to the subsequent datapoint. % % % ...
github
chaosuo/hctsa-master
DN_RemovePoints.m
.m
hctsa-master/Operations/DN_RemovePoints.m
4,650
utf_8
4a58d662e566c699ac9086039d83f2ef
% ------------------------------------------------------------------------------ % DN_RemovePoints % ------------------------------------------------------------------------------ % % Analyze how some time-series properties function changes as points are removed % from a time series. % % A proportion, p, of points ar...
github
chaosuo/hctsa-master
NL_TSTL_ReturnTime.m
.m
hctsa-master/Operations/NL_TSTL_ReturnTime.m
6,397
utf_8
d0422e39ca2b9cf6801b6ff1ac5be4ae
% ------------------------------------------------------------------------------ % NL_TSTL_ReturnTime % ------------------------------------------------------------------------------ % % Computes a histogram of return times, the time taken for the time series to % return to a similar location in phase space for a give...
github
chaosuo/hctsa-master
DN_Burstiness.m
.m
hctsa-master/Operations/DN_Burstiness.m
1,733
utf_8
20e9b2c6c339883ca14d3212f2d6575f
% ------------------------------------------------------------------------------ % DN_Burstiness % ------------------------------------------------------------------------------ % % Returns the 'burstiness' statistic from: % % Goh and Barabasi, 'Burstiness and memory in complex systems' Europhys. Lett. % 81, 48002 (2...
github
chaosuo/hctsa-master
CP_wavelet_varchg.m
.m
hctsa-master/Operations/CP_wavelet_varchg.m
4,550
utf_8
660b90e259aae346074816df91201e07
% ------------------------------------------------------------------------------ % CP_wavelet_varchg % ------------------------------------------------------------------------------ % % Finds variance change points using functions from Matlab's Wavelet Toolbox, % including the primary function wvarchg, which estimates...
github
chaosuo/hctsa-master
CO_Embed2_Dist.m
.m
hctsa-master/Operations/CO_Embed2_Dist.m
3,870
utf_8
ae74bf321f44b417d0fc6702561438f7
% ------------------------------------------------------------------------------ % CO_Embed2_Dist % ------------------------------------------------------------------------------ % % Returns statistics on the sequence of successive Euclidean distances between % points in a two-dimensional time-delay embedding space wi...
github
chaosuo/hctsa-master
NL_TSTL_dimensions.m
.m
hctsa-master/Operations/NL_TSTL_dimensions.m
23,347
utf_8
040de2c06d21562f14875b6d04bfa83b
% ------------------------------------------------------------------------------ % NL_TSTL_dimensions % ------------------------------------------------------------------------------ % % Computes the box counting, information, and correlation dimension of a % time-delay embedded time series using the TSTOOL code 'dime...
github
chaosuo/hctsa-master
SY_LinearTrend.m
.m
hctsa-master/Operations/SY_LinearTrend.m
1,766
utf_8
7094a8793177cad12aa2a684c56bdca0
% ------------------------------------------------------------------------------ % SY_LinearTrend % ------------------------------------------------------------------------------ % % Linearly detrends the time series using the Matlab algorithm detrend, % and returns the ratio of standard deviations before and after th...
github
chaosuo/hctsa-master
NL_TSTL_FractalDimensions.m
.m
hctsa-master/Operations/NL_TSTL_FractalDimensions.m
7,065
utf_8
45d9b214b85743fe75b191792ca7a67d
% ------------------------------------------------------------------------------ % NL_TSTL_FractalDimensions % ------------------------------------------------------------------------------ % % Computes the fractal dimension spectrum, D(q), using moments of neighbor % distances for time-delay embedded time series by r...
github
chaosuo/hctsa-master
SB_MotifTwo.m
.m
hctsa-master/Operations/SB_MotifTwo.m
7,633
utf_8
998fb5a19da3bd4b10103383b1d841d0
% ------------------------------------------------------------------------------ % SB_MotifTwo % ------------------------------------------------------------------------------ % % Looks at local motifs in a binary symbolization of the time series, which is % performed by: % %---INPUTS: % % y, the input time series % ...
github
chaosuo/hctsa-master
ST_MomentCorr.m
.m
hctsa-master/Operations/ST_MomentCorr.m
4,775
utf_8
e089d22dded42b1f033cb5e337bbba6e
% ------------------------------------------------------------------------------ % ST_MomentCorr % ------------------------------------------------------------------------------ % % Calculates correlations between simple statistics summarizing the distribution % of values in local windows of the signal. % % Idea to i...
github
chaosuo/hctsa-master
NL_MS_fnn.m
.m
hctsa-master/Operations/NL_MS_fnn.m
4,943
utf_8
f3eb8b9c325121236b539330aea72d05
% ------------------------------------------------------------------------------ % NL_MS_fnn % ------------------------------------------------------------------------------ % % Determines the number of false nearest neighbors for the embedded time series % using Michael Small's false nearest neighbor code, fnn (renam...
github
chaosuo/hctsa-master
DN_HistogramMode.m
.m
hctsa-master/Operations/DN_HistogramMode.m
1,733
utf_8
9a5447166068794870bf0d4cc97630d3
% ------------------------------------------------------------------------------ % DN_HistogramMode % ------------------------------------------------------------------------------ % % Measures the mode of the time series using histograms a given numbers % of bins. % %---INPUTS: % % y, the input time series. % % nb...
github
chaosuo/hctsa-master
WL_cwt.m
.m
hctsa-master/Operations/WL_cwt.m
7,245
utf_8
a296f0e59498219578c8faa93f846a96
% ------------------------------------------------------------------------------ % WL_cwt % ------------------------------------------------------------------------------ % % Applies a continuous wavelet transform to the time series using the function % cwt from Matlab's Wavelet Toolbox. % %---INPUTS: % y, the input ...
github
chaosuo/hctsa-master
SY_RangeEvolve.m
.m
hctsa-master/Operations/SY_RangeEvolve.m
3,906
utf_8
77eac97a68da0e68880d50fef79098b0
% ------------------------------------------------------------------------------ % SY_RangeEvolve % ------------------------------------------------------------------------------ % % Measures of the range of the time series as a function of time, % i.e., range(x_{1:i}) for i = 1, 2, ..., N, where N is the length of th...
github
chaosuo/hctsa-master
DN_Fit_mle.m
.m
hctsa-master/Operations/DN_Fit_mle.m
2,239
utf_8
8a57c1e360491c251354471c897656f5
% ------------------------------------------------------------------------------ % DN_Fit_mle % ------------------------------------------------------------------------------ % % Fits either a Gaussian, Uniform, or Geometric distribution to the data using % maximum likelihood estimation via the Matlab function mle % f...
github
chaosuo/hctsa-master
PP_PreProcess.m
.m
hctsa-master/Operations/PP_PreProcess.m
11,626
utf_8
0c309a85f98e5673dc6f229041f1b613
% ------------------------------------------------------------------------------ % PP_PreProcess % ------------------------------------------------------------------------------ % % Returns a bunch of time series in the structure yp that have been % preprocessed in a number of different ways. % %---INPUTS: % y, the i...
github
chaosuo/hctsa-master
EN_Randomize.m
.m
hctsa-master/Operations/EN_Randomize.m
12,206
utf_8
49048c09c6f6c85fb44990be97cf8704
% ------------------------------------------------------------------------------ % EN_Randomize % ------------------------------------------------------------------------------ % % Progressively randomizes the input time series according to some randomization % scheme, and returns measures of how the properties of the...
github
chaosuo/hctsa-master
MF_ResidualAnalysis.m
.m
hctsa-master/Operations/MF_ResidualAnalysis.m
6,166
utf_8
b899289526eaffc5b53ebcf83e4502c6
% ------------------------------------------------------------------------------ % MF_ResidualAnalysis % ------------------------------------------------------------------------------ % % Given an input residual time series residuals, e, this function exports a % structure with fields corresponding to structural tests...
github
chaosuo/hctsa-master
HT_DistributionTest.m
.m
hctsa-master/Operations/HT_DistributionTest.m
6,340
utf_8
9082725884668f6892dab90173673df3
% ------------------------------------------------------------------------------ % HT_DistributionTest % ------------------------------------------------------------------------------ % % Fits a distribution to the data and then performs an appropriate hypothesis % test to quantify the difference between the two distr...
github
chaosuo/hctsa-master
SD_TSTL_surrogates.m
.m
hctsa-master/Operations/SD_TSTL_surrogates.m
5,912
utf_8
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% ------------------------------------------------------------------------------ % SD_TSTL_surrogates % ------------------------------------------------------------------------------ % % Generates surrogate time series and tests them against the original time % series according to some test statistics: T_{C3}, using t...
github
chaosuo/hctsa-master
SY_SpreadRandomLocal.m
.m
hctsa-master/Operations/SY_SpreadRandomLocal.m
5,508
utf_8
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% ------------------------------------------------------------------------------ % SY_SpreadRandomLocal % ------------------------------------------------------------------------------ % % Implements a bootstrap-based stationarity measure: nseg time-series segments % of length l are selected at random from the time se...
github
chaosuo/hctsa-master
CO_fzcglscf.m
.m
hctsa-master/Operations/CO_fzcglscf.m
2,751
utf_8
b0854114c1884b4fd48ad5a77f463e4d
% ------------------------------------------------------------------------------ % CO_fzcglscf % ------------------------------------------------------------------------------ % % Returns the first zero-crossing of the generalized self-correlation function % introduced in Duarte Queiros and Moyano in Physica A, Vol. 3...
github
chaosuo/hctsa-master
MF_GP_hyperparameters.m
.m
hctsa-master/Operations/MF_GP_hyperparameters.m
9,831
utf_8
dc75eea95c749d9b3ce50dd74a517cbf
% ------------------------------------------------------------------------------ % MF_GP_hyperparameters % ------------------------------------------------------------------------------ % % Fits a Gaussian Process model to a portion of the time series and returns the % fitted hyperparameters, as well as statistics des...
github
chaosuo/hctsa-master
NL_crptool_fnn.m
.m
hctsa-master/Operations/NL_crptool_fnn.m
4,331
utf_8
bafe2c9e2522d7621227230781c480c6
% ------------------------------------------------------------------------------ % NL_crptool_fnn % ------------------------------------------------------------------------------ % % Computes and analyzes the false-nearest neighbours statistic. % % Computation is done by referencing N. Marwan's code from the CRP Tool...
github
chaosuo/hctsa-master
CO_FirstZero.m
.m
hctsa-master/Operations/CO_FirstZero.m
2,967
utf_8
509a5b73838cb3f958de316a180e1915
% ------------------------------------------------------------------------------ % CO_FirstZero % ------------------------------------------------------------------------------ % % Returns the first zero-crossing of a given autocorrelation function. % % y, the input time series % corrfn, the self-correlation function...
github
chaosuo/hctsa-master
TSTL_delaytime.m
.m
hctsa-master/Operations/TSTL_delaytime.m
3,764
utf_8
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% ------------------------------------------------------------------------------ % TSTL_delaytime % ------------------------------------------------------------------------------ % % Uses the TSTOOL code delaytime, that computes an optimal delay time using the % method of Parlitz and Wichard (this method is specified ...
github
chaosuo/hctsa-master
DN_SimpleFit.m
.m
hctsa-master/Operations/DN_SimpleFit.m
6,003
utf_8
866e43595cafddd244989f624655b502
% ------------------------------------------------------------------------------ % DN_SimpleFit % ------------------------------------------------------------------------------ % % Fits different distributions or simple time-series models to the time series % using 'fit' function from Matlab's Curve Fitting Toolbox. %...
github
chaosuo/hctsa-master
SY_PPtest.m
.m
hctsa-master/Operations/SY_PPtest.m
4,207
utf_8
a9c2aef71d4633a0f87263292fdf9ccd
% ------------------------------------------------------------------------------ % SY_PPtest % ------------------------------------------------------------------------------ % % Performs the Phillips-Peron unit root test for a time series via the code % pptest from Matlab's Econometrics Toolbox. % %---INPUTS: % y, th...
github
chaosuo/hctsa-master
MD_pNN.m
.m
hctsa-master/Operations/MD_pNN.m
2,534
utf_8
c927e224674529123967c8ec697bc0a1
% ------------------------------------------------------------------------------ % MD_pNN % ------------------------------------------------------------------------------ % % Applies pNNx measures to time series assumed to represent sequences of % consecutive RR intervals measured in milliseconds. % % cf. "The pNNx f...
github
chaosuo/hctsa-master
DN_OutlierTest.m
.m
hctsa-master/Operations/DN_OutlierTest.m
2,701
utf_8
a63ca958a9b5434cbec6c2eeaa440269
% ------------------------------------------------------------------------------ % DN_OutlierTest % ------------------------------------------------------------------------------ % % Removes the p% of highest and lowest values in the time series (i.e., 2*p% % removed from the time series in total) and returns the rati...
github
chaosuo/hctsa-master
DN_FitKernelSmooth.m
.m
hctsa-master/Operations/DN_FitKernelSmooth.m
4,900
utf_8
3a7d825fe680019c55beeae68771a789
% ------------------------------------------------------------------------------ % DN_FitKernelSmooth % ------------------------------------------------------------------------------ % % Fits a kernel-smoothed distribution to the data using the ksdensity function % from Matlab's Statistics Toolbox and returns a set of...
github
chaosuo/hctsa-master
CO_StickAngles.m
.m
hctsa-master/Operations/CO_StickAngles.m
10,811
utf_8
2cf51256cf593d64454567b687e02481
% ------------------------------------------------------------------------------ % CO_StickAngles % ------------------------------------------------------------------------------ % % Analyzes line-of-sight angles between time-series points where each % time-series value is treated as a stick protruding from an opaque ...
github
chaosuo/hctsa-master
PP_ModelFit.m
.m
hctsa-master/Operations/PP_ModelFit.m
7,011
utf_8
5f3ebb7e00c105b5e187080db1326b2c
% ------------------------------------------------------------------------------ % PP_ModelFit % ------------------------------------------------------------------------------ % % Carries out a variety of preprocessings to look at improvement of fit to % an AR model. % % After performing the range of transformations ...
github
chaosuo/hctsa-master
CO_Embed2_AngleTau.m
.m
hctsa-master/Operations/CO_Embed2_AngleTau.m
3,131
utf_8
3c7f3e73242f84a80a84385834ec588d
% ------------------------------------------------------------------------------ % CO_Embed2_AngleTau % ------------------------------------------------------------------------------ % % Investigates how the autocorrelation of angles between successive points in % the two-dimensional time-series embedding change as ta...
github
chaosuo/hctsa-master
RA_sqlescapestring.m
.m
hctsa-master/PeripheryFunctions/RA_sqlescapestring.m
1,983
utf_8
072a4c95d0e4ea3b78222376e8d0e039
% ------------------------------------------------------------------------------ % RA_sqlescapestring % ------------------------------------------------------------------------------ % % Converts an input string into one that won't interfere with MySQL queries by % making the required conversions. % %---INPUT: % s, t...
github
chaosuo/hctsa-master
BF_GiveMeField.m
.m
hctsa-master/PeripheryFunctions/BF_GiveMeField.m
1,230
utf_8
b27e3348d397171210675b374013e4ae
% ------------------------------------------------------------------------------ % BF_GiveMeField % ------------------------------------------------------------------------------ % % Returns a specified field (WhatField) of an input structure (InStruct). % % -----------------------------------------------------------...
github
chaosuo/hctsa-master
BF_ToGroup.m
.m
hctsa-master/PeripheryFunctions/BF_ToGroup.m
2,131
utf_8
bccedbd606fe31df8a41d2d7baafe442
% ------------------------------------------------------------------------------ % BF_ToGroup % ------------------------------------------------------------------------------ % % Converts to Matlab's group form (a vector of group labels) from my % GroupIndices form (which has indicies for each group as a cell). % % Or...
github
chaosuo/hctsa-master
BF_thetime.m
.m
hctsa-master/PeripheryFunctions/BF_thetime.m
2,985
utf_8
f3ce0b3b40c5a21901c4ce987dc0e7cc
% ------------------------------------------------------------------------------ % BF_thetime % ------------------------------------------------------------------------------ % % Converts the input, tsec, a duration of time in seconds, into an appropriate % string for output (i.e., converts to minutes or hours or days...
github
chaosuo/hctsa-master
TSQ_ClusterReorder.m
.m
hctsa-master/PeripheryFunctions/TSQ_ClusterReorder.m
3,336
utf_8
6a28905aad9ffd0383d0379fc1a3f37a
% ------------------------------------------------------------------------------ % TSQ_ClusterReorder % ------------------------------------------------------------------------------ % Can put a distance matrix in distanceMetric if you want % -----------------------------------------------------------------------------...
github
chaosuo/hctsa-master
BF_cat.m
.m
hctsa-master/PeripheryFunctions/BF_cat.m
2,089
utf_8
2e2bbe22957d141208e01766e01b9a94
% ------------------------------------------------------------------------------ % BF_cat % ------------------------------------------------------------------------------ % % Converts a cell of strings (or vector of numbers) into a single, concatonated % string listing each string in the cell. % %---INPUTS: % s, the ...
github
chaosuo/hctsa-master
BF_NaNCov.m
.m
hctsa-master/PeripheryFunctions/BF_NaNCov.m
2,271
utf_8
0a261b6d7bf567015ac1fc6a9d689663
% Covariance including NaNs for an input matrix, X % Not exact, because removes full mean across all values, rather than across % overlapping range, but should a reasonable approximation when number of NaNs % is small. % Output can be either the covariance matrix, or matrix of correlation % coefficients, depending on t...
github
chaosuo/hctsa-master
BF_zscore.m
.m
hctsa-master/PeripheryFunctions/BF_zscore.m
1,419
utf_8
e446f1cf57fc3e76971fe61ba3a92933
% ------------------------------------------------------------------------------ % BF_zscore % ------------------------------------------------------------------------------ % % Applies a z-score to the input without using a Statistics Toolbox licence. % %---INPUT: % x, the input time series (or any vector). % %---O...
github
chaosuo/hctsa-master
ClosestPoint_ginput.m
.m
hctsa-master/PeripheryFunctions/ClosestPoint_ginput.m
2,092
utf_8
b018c231ad02153a7102700b5faf4b73
% ------------------------------------------------------------------------------ % ClosestPoint_ginput % ------------------------------------------------------------------------------ % Returns the closest InputPoint to the one given % Ben Fulcher 20/10/2010 % %---INPUTS: % xy can be a cell, each component of which is ...
github
chaosuo/hctsa-master
BF_MutualInfDist.m
.m
hctsa-master/PeripheryFunctions/BF_MutualInfDist.m
4,619
utf_8
58abf630140e49ddc782635a48be806d
% ------------------------------------------------------------------------------ % BF_MutualInfDist % ------------------------------------------------------------------------------ % % Converts a matrix of mutual informations (mis) into a distance matrix (D) by whatever % method you select. % See Dawy et al. (2005) fo...
github
chaosuo/hctsa-master
BF_NormalizeMatrix.m
.m
hctsa-master/PeripheryFunctions/BF_NormalizeMatrix.m
10,482
utf_8
c744d20338641a49ba4d6c86e224368b
% ------------------------------------------------------------------------------ % BF_NormalizeMatrix % ------------------------------------------------------------------------------ % % Normalizes all columns of an input matrix. % %---INPUTS: % F, the input matrix % normopt, the normalization method to use (see body...
github
chaosuo/hctsa-master
BF_label_space.m
.m
hctsa-master/PeripheryFunctions/BF_label_space.m
1,709
utf_8
7f6cd9e25b1fc8723c552f6ff319aab5
% ------------------------------------------------------------------------------ % BF_label_space % ------------------------------------------------------------------------------ % % Returns a cell that only keeps every 'skip' objects from the input string, and % makes all other entries empty. % Useful for labeling pl...
github
chaosuo/hctsa-master
SUB_cell2cellcell.m
.m
hctsa-master/PeripheryFunctions/SUB_cell2cellcell.m
1,463
utf_8
9f854952e1f641bcb0f5342107d791c9
% ------------------------------------------------------------------------------ % SUB_cell2cellcell % ------------------------------------------------------------------------------ % % Inputs a cell with some delimiter, and outputs a cell of cells using this % delimiter. % % Ben Fulcher 24/3/2010 % % --------------...
github
chaosuo/hctsa-master
BF_CheckToolbox.m
.m
hctsa-master/PeripheryFunctions/BF_CheckToolbox.m
2,874
utf_8
20098e51ea18f5e016ff9ad4e512a98a
% ------------------------------------------------------------------------------ % BF_CheckToolbox % ------------------------------------------------------------------------------ % % Checks for the given Matlab Toolbox license and produces an appropriate error % message if there's a problem. % %---INPUT: % theToolbo...
github
chaosuo/hctsa-master
BF_embed.m
.m
hctsa-master/PeripheryFunctions/BF_embed.m
7,803
utf_8
24214259b8485a17dc6f48935aecbcbd
% ------------------------------------------------------------------------------ % BF_embed % ------------------------------------------------------------------------------ % % Returns a time-delay embedding of the input time series into an m dimensional % space at a time delay tau. % % Uses the TSTOOL code 'embed' %...
github
chaosuo/hctsa-master
BF_sgnchange.m
.m
hctsa-master/PeripheryFunctions/BF_sgnchange.m
1,753
utf_8
7ee2b407244c1dc0036cb7f426a7660d
% ------------------------------------------------------------------------------ % BF_sgnchange % ------------------------------------------------------------------------------ % % Returns where the input vector, y, changes sign. % %---INPUTS: % y, the input vector % dofind, (i) 0: returns a logical vector with 1s wh...
github
chaosuo/hctsa-master
BF_pdist.m
.m
hctsa-master/PeripheryFunctions/BF_pdist.m
7,572
utf_8
1d807ba9fe968a770aa4fd0a710a1a43
% ------------------------------------------------------------------------------ % BF_pdist % ------------------------------------------------------------------------------ % % Same as pdist but then goes through and fills in NaNs with indiviually % calculated values using an overlapping range of good values. % % HIST...
github
chaosuo/hctsa-master
BF_getcmap.m
.m
hctsa-master/PeripheryFunctions/BF_getcmap.m
59,558
utf_8
eaf2bb192eb7c8b8e19a632754074856
% ------------------------------------------------------------------------------ % BF_getcmap % ------------------------------------------------------------------------------ % % Returns a nice set of colors to make a nice colormap using the color schemes % from http://colorbrewer2.org/ % % The online tool, colorbrew...
github
chaosuo/hctsa-master
BF_iszscored.m
.m
hctsa-master/PeripheryFunctions/BF_iszscored.m
1,591
utf_8
ea00db17e564f234f8c2cf2ea047bb5b
% ------------------------------------------------------------------------------ % BF_iszscored % ------------------------------------------------------------------------------ % % Checks whether the input time series is (~eps-close to being) z-scored. % Used for displaying warning messages for functions that require ...
github
chaosuo/hctsa-master
BF_cell2cellcell.m
.m
hctsa-master/PeripheryFunctions/BF_cell2cellcell.m
1,702
utf_8
b16f085384841c052ba7d346f5112c77
% ------------------------------------------------------------------------------ % BF_cell2cellcell % ------------------------------------------------------------------------------ % % Inputs a cell with some delimiter, and outputs a cell of cells using this % delimiter. % %---INPUTS: % cellin, the cell % delimiter, ...
github
chaosuo/hctsa-master
BF_MutualInformation.m
.m
hctsa-master/PeripheryFunctions/BF_MutualInformation.m
3,902
utf_8
94b6ac95063def4007aa18ca23d5a3f9
% ------------------------------------------------------------------------------ % BF_MutualInformation % ------------------------------------------------------------------------------ % % Returns mutual information between two vectors v1 and v2 using a % histogram-based, bin-counting method. % %---INPUTS: % v1, the ...