Hodrick-Prescott Filter and Spline Smoothing with Jumps


[Up] [Top]

Documentation for package ‘jumps’ version 2.0.0

Help Pages

auto_hpfj Automatic selection of the optimal HP filter with jumps
auto_hpfjx Automatic selection of the optimal HP filter with jumps and regressors
auto_hpfj_fix Automatic selection of the optimal HP filter with jumps and fixed smoothing constant
auto_ssj_atw Automatic selection of the optimal smoothing spline with jumps using the alternating time-warping algorithm
auto_ssj_atw_cv Smoothing splines with jumps by alternating time warping, with the smoothing constant chosen by cross-validation
auto_ssj_atw_gcv Smoothing splines with jumps by alternating time warping, with the smoothing constant chosen by generalized cross-validation
auto_ssj_cssd Automatic CSSD with K-fold cross-validation of the parameters
auto_ssj_fix Automatic selection of the optimal smoothing spline with jumps and fixed smoothing parameter
auto_ssj_kfs Automatic selection of the optimal time-warping smoothing spline with jumps using the Kalman filter and smoother
auto_ssj_mle Automatic selection of the optimal time-warping smoothing spline with jumps using maximum-likelihood estimation
BIC.hpj BIC method for the class hpj
demand_temp Electricity demand and temperature: the analysis sample
dummyseas Seasonal dummy variables
employed_IT Employed people in Italy by age class
hpfj HP filter with automatic jump detection
hpfjx HP filter with jumps and regressors (still experimental)
hpfj_fix HP filter with automatic jump detection and fixed smoothing constant
hpj Hodrick-Prescott filter with jumps
llt Kalman filtering and smoothing for local linear trend plus noise
load_temp Hourly electricity load of Northern Italy and temperature of Milan
logLik.hpj logLik method for the class hpj
mse Mean squared error
nobs.hpj nobs method for the class hpj
plot.hpj Plot method for the class hpj
plot.ssj Plot method for the class ssj
predict.ssj Predict from a smoothing spline with jumps
predict_cssd_dp Predict from a fitted CSSD at new locations
print.hpj Print method for the class hpj
print.ssj Print method for the class ssj
ssj_atw Smoothing splines with automatic jump detection using the alternating time-warping algorithm
ssj_breaks Discontinuities declared by a smoothing spline with jumps
ssj_cssd Total-variation denoising for irregularly sampled signals
ssj_cssd_dp Cubic smoothing spline with discontinuities (CSSD)
ssj_fix Smoothing splines with automatic jump detection and fixed smoothing parameter
ssj_kfs Smoothing splines with automatic jump detection via time warping and Kalman filter-smoother estimation
ssj_mle Smoothing splines with automatic jump detection via time warping and maximum-likelihood estimation of the smoothing parameter
trigseas Trigonometric seasonal variables