神经活动主成分分析可视化Matlab资源

CircStat for Matlab ======================= Toolbox for circular statistics with Matlab. Authors: Philipp Berens & Marc J. Velasco Email: berens@tuebingen.mpg.de Homepage: http://www.kyb.tuebingen.mpg.de/~berens/circStat.html Contributors: Tal Krasovsky Reference: P. Berens, CircStat: A Matlab Toolbox for Circular Statistics, Journal of Statistical Software, Volume 31, Issue 10, 2009 http://www.jstatsoft.org/v31/i10 Please cite this paper when the provided code is used. See licensing terms for details. Contents: circ_r Resultant vector length circ_mean Mean direction of a sample of circular data circ_axial Mean direction for axial data circ_median Median direction of a sample of circular data circ_std Dispersion around the mean direction (std, mardia) circ_var Circular variance circ_skewness Circular skewness circ_kurtosis Circular kurtosis circ_moment Circular p-th moment circ_dist Distances around a circle circ_dist2 Pairwise distances around a circle circ_confmean Confidence intervals for mean direction circ_stats Summary statistics circ_rtest Rayleigh's test for nonuniformity circ_otest Hodges-Ajne test (omnibus test) for nonuniformity circ_raotest Rao's spacing test for nonuniformity circ_vtest V-Test for nonuniformity with known mean direction circ_medtest Test for median angle circ_mtest One-sample test for specified mean direction circ_wwtest Multi-sample test for equal means, one-factor ANOVA circ_hktest Two-factor ANOVA circ_ktest Test for equal concentration parameter circ_symtest Test for symmetry around median angle circ_kuipertest Test whether two distributions are identical (like KS test) circ_corrcc Circular-circular correlation coefficient circ_corrcl Circular-linear correlation coefficient circ_kappa Compute concentration parameter of a vm distribution circ_plot Visualization for circular data circ_clust Simple clustering for circular data circ_samplecdf Evaluate CDF of a sample of angles rad2ang Convert radian to angular values ang2rad Convert angular to radian values All functions take arguments in radians (expect for ang2rad). For a detailed description of arguments and outputs consult the help text in the files. Since 2010, most functions for descriptive statistics can be used in Matlab style matrix computations. As a last argument, add the dimension along which you want to average. This changes the behavior slightly from previous relaeses, in that input is not reshaped anymore into vector format. Per default, all computations are performed columnwise (along dimension 1). If you prefer to use the old functions, for now they are contained in the subdirectory 'old'. References: - E. Batschelet, Circular Statistics in Biology, Academic Press, 1981 - N.I. Fisher, Statistical analysis of circular data, Cambridge University Press, 1996 - S.R. Jammalamadaka et al., Topics in circular statistics, World Scientific, 2001 - J.H. Zar, Biostatistical Analysis, Prentice Hall, 1999 The implementation follows in most cases 'Biostatistical Analysis' and all referenced equations and tables are taken from this book, if not otherwise noted. In some cases, the other books were preferred for implementation was more straightforward for solutions presented there. If you have suggestions, bugs or feature requests or want to contribute code, please email us. Disclaimer: All functions in this toolbox were implemented with care and tested on the examples presented in 'Biostatistical Analysis' were possible. Nevertheless, they may contain errors or bugs, which may affect the outcome of your analysis. We do not take responsibility for any harm coming from using this toolbox, neither if it is caused by errors in the software nor if it is caused by its improper application. Please email us any bugs you find. By Philipp Berens and Marc J. Velasco, 2009 berens@tuebingen.mpg.de , velasco@ccs.fau.edu - www.kyb.mpg.de/~berens/circStat.html Distributed under Open Source BSD License