trashbirdecology
commented
4 years ago Here is a list of (potential) methods that we created in a previous discussion.
| method | source |
|---|---|
| Pettitt test and the Sen test | @vincent1998technique |
| Degenerate Fingerprinting | @kleinen2003potential |
| Degenerate Fingerprinting | @held2004detection |
| Inverse of AR(1) coefficient, variance, etc. | @carpenter2008leading |
| First-order multivariate autoregressive models (MAR1) | @ives2003estimating |
| Degenerate Fingerprinting | @livina2007modified |
| Spectral density ratio indicator | @biggs2009turning |
| Standard deviation (rising variance) | @carpenter2006rising |
| Coefficient of variation (CV) | NA |
| Skewness | @guttal2008changing |
| Kurtosis | @biggs2009turning |
| Conditional heteroskedasticity | @seekell2011conditional |
| BDS test | @carpenterBrock2011early |
| Multivariable autoregressive models (MAR1) | @ives2012detecting |
| Nonparametric drift-diffusion-jump model | @carpenter2011early |
| Potential analysis | @ives2012detecting |
| Fourier Analysis | @carpenter2010early |
| T-test | @ducre2003comparison |
| Bayesian approaches | @jo2016bayesian |
| Mann-whitney U-test | @mauget2003multidecadal |
| Wilcoxon rank-sum | @karl1987approach |
| Pettitt test | @pettitt1979non |
| Mann-Kendall test | @goossens1987recognize |
| LePage test | @yonetani1993detection |
| Standard normal homoegeneity | @alexandersson1986homogeneity |
| Regression-based models | @solow1987testing |
| Oerleman’s method | @oerlemans1978objective |
| Cumulative deviation test (CUSUM) | @buishand1982some |
| Signal-to-noise ratio | NA |
| Intervention Analysis | @francis1994decadal |
| STARS | @buishand1982some |
| MCMC | NA |
| Quickest detection method (ShiryaevÐRoberts statistic) | @moustakides2009numerical |
| Variance Index | @brock_variance_2006 |
| Spectrum indicator | NA |
| Wavelet analysis (decomposition) | @cazelles2008wavelet |
| Downton-Katz test | @karl1987approach |
| Rodionov method | @rodionov_sequential_2005 |
| Nikiforiv method | NA |
| Average standard deviates | @ebbesmeyer19911976 |
| Fisher Information | @fath_regime_2003 |
| Vector-autoregressive method | @solow_test_2005 |
| Lanzante method | @lanzante1996resistant |
| Free-knot splines & piecewise linear modelling | @gal2010novel |
| Self-exciting threshold autoregressive state-space model SETARSS(p) | @tong1990nonlinear |
| Smooth transition autoregressive model | @see gal2010novel |
| Moving detrended fluctuation analysis (MDFA) | @he2008new |
| Nearest-neighbor statistics | @pawlowski_identification_2008 |
| Clustering, various | NA |
| dimension reduction techniques (e.g., PCA) | NA |
| Sequential t-tests | @rodionov2004sequential |
| Online dynamic linear modelling + time_varying autoregressive state_space models (TVARSS) | @parparov2017quantifying |
| Stability Index of the Ecological Units | @parparov2015quantifying |
| Generalized model | @lade2012early |
| Threshold Indicator Taxa ANalysis (TITAN) | @baker2010new |
| Convex model | @qi2016resilience |
| Probability density function entropy method | @pawlowski_identification_2008 |
| Method 1-TBD | @manly2006two |
| method-fuzzy synthetic evaluation (FSE) | @wang2011application |
| Method 2-TBD | @manly2006two |
| Zonal thresholding | @yin2017methods |
| Characteristic length scale (CLS) estimation | NA |
| two-phase regression | @easterling1995new |
| shiftogram | @groger2011analyses |
The initial set of models to work on are
Add additional methods as needed/wanted. If specific discussion needed, open an issue for a model and add as a link here beside the relevant bullet.