TY - JOUR
T1 - Electricity consumption prediction with functional linear regression using spline estimators
AU - De Rosa, Maria Rosaria
PY - 2010
Y1 - 2010
N2 - A functional linear regression model linking observations of a functional response variable with measurements of an explanatory functional variable is considered. This model serves to analyse a real dataset describing electricity consumption in Sardinia. The interest lies in predicting either oncoming weekends’ or oncoming weekdays’ consumption, provided actual weekdays’ consumption is known.A B-splineestimator of the functional parameter is used. Selected computational issues are addressed as well.
AB - A functional linear regression model linking observations of a functional response variable with measurements of an explanatory functional variable is considered. This model serves to analyse a real dataset describing electricity consumption in Sardinia. The interest lies in predicting either oncoming weekends’ or oncoming weekdays’ consumption, provided actual weekdays’ consumption is known.A B-splineestimator of the functional parameter is used. Selected computational issues are addressed as well.
KW - ARH(1)
KW - B-spline
KW - electricity consumption in Sardinia
KW - functional linear regression
KW - functional response
KW - penalized least squares
KW - ARH(1)
KW - B-spline
KW - electricity consumption in Sardinia
KW - functional linear regression
KW - functional response
KW - penalized least squares
UR - http://hdl.handle.net/10447/64313
UR - http://dx.doi.org/10.1080/02664760903214395
M3 - Article
SN - 0266-4763
VL - 37
SP - 2027
EP - 2041
JO - Journal of Applied Statistics
JF - Journal of Applied Statistics
ER -