print.beast: Bayesian changepoint detection and time series decomposition

In Rbeast: Bayesian Change-Point Detection and Time Series Decomposition

Bayesian changepoint detection and time series decomposition

Description

Summarize and print the results obtained from the BEAST time series decomposition and segmentation.

Usage

## S3 method for class 'beast'
print(
     x, 
     index = 1,
     ...
	 ) 

Arguments

x	a "beast" object returned by beast, beast.irreg, or beast123. It may contain one or many time series.
index	an integer (default to 1 ) or a vector of two integers to specify the index of the time series to print if x contains results for multiple time series. If x has 1 time series, index should be always 1. If x is returned by beast123 applied to a 2D input,index should be a single index. If x is from beast123 applied to 3D arrays of time series (e.g., stacked satellite images), index can be a linear index or two subscripts to specify the row and column of the desired pixel/grid.
...	additional parameters to be implemented.

Value

Print a summary of changepoints detected for the seasonal or trend component.

References

1. Zhao, K., Wulder, M.A., Hu, T., Bright, R., Wu, Q., Qin, H., Li, Y., Toman, E., Mallick, B., Zhang, X. and Brown, M., 2019. Detecting change-point, trend, and seasonality in satellite time series data to track abrupt changes and nonlinear dynamics: A Bayesian ensemble algorithm. Remote Sensing of Environment, 232, p.111181 (the beast algorithm paper).

2. Zhao, K., Valle, D., Popescu, S., Zhang, X. and Mallick, B., 2013. Hyperspectral remote sensing of plant biochemistry using Bayesian model averaging with variable and band selection. Remote Sensing of Environment, 132, pp.102-119 (the Bayesian MCMC scheme used in beast).

3. Hu, T., Toman, E.M., Chen, G., Shao, G., Zhou, Y., Li, Y., Zhao, K. and Feng, Y., 2021. Mapping fine-scale human disturbances in a working landscape with Landsat time series on Google Earth Engine. ISPRS Journal of Photogrammetry and Remote Sensing, 176, pp.250-261(a beast application paper).

See Also

beast, beast.irreg, beast123, minesweeper, tetris, geeLandsat

Examples

 library(Rbeast)
 data(simdata)
  
## Not run:  
#out=beast123(simdata) #Error: whichDimIsTime has to be specified to 
                       # tell which dim of simdata refers to time.
                       # See below.
 out=beast123(simdata, metadata=list(whichDimIsTime=1))  
 print(out, 1)
 print(out, 2) 

## End(Not run)

Rbeast documentation built on Sept. 12, 2024, 7:36 a.m.