electricity prices;
Markov chain Monte Carlo methods;
spikes;
threshold autoregressive model;
D O I:
暂无
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
We introduce a discrete time model for electricity prices which accounts for both transitory spikes and temperature effects. The model allows for different rates of mean reversion: one for weather events, one around price jumps and another for the remainder of the process. We estimate the model by using a Markov chain Monte Carlo approach with 3 years of daily data from Allegheny County, Pennsylvania. We show that our model outperforms existing stochastic jump diffusion models for this data set. Results also demonstrate the importance of model parameters corresponding to both the temperature effect and the multilevel mean reversion rate.
机构:
Department of Management Studies, Indian Institute of Technology (Indian School of Mines) Dhanbad, Jharkhand, DhanbadDepartment of Management Studies, Indian Institute of Technology (Indian School of Mines) Dhanbad, Jharkhand, Dhanbad
Nibedita B.
Irfan M.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Management Studies, Indian Institute of Technology (Indian School of Mines) Dhanbad, Jharkhand, DhanbadDepartment of Management Studies, Indian Institute of Technology (Indian School of Mines) Dhanbad, Jharkhand, Dhanbad
机构:
Educ Univ Hong Kong, Dept Asian & Policy Studies, 10 Lo Ping Rd, Hong Kong, Peoples R ChinaUniv Texas Austin, Dept Econ, 2225 Speedway, Austin, TX 78712 USA
机构:
Univ Panamer, Escuela Ciencias Econ & Empresariales, Augusto Rodin 498, Mexico City 03920, DF, MexicoUniv Panamer, Escuela Ciencias Econ & Empresariales, Augusto Rodin 498, Mexico City 03920, DF, Mexico
Rodriguez-Aguilar, Roman
Antonio Marmolejo-Saucedo, Jose
论文数: 0引用数: 0
h-index: 0
机构:
Univ Panamer, Fac Ingn, Augusto Rodin 498, Mexico City 03920, DF, MexicoUniv Panamer, Escuela Ciencias Econ & Empresariales, Augusto Rodin 498, Mexico City 03920, DF, Mexico
Antonio Marmolejo-Saucedo, Jose
Retana-Blanco, Brenda
论文数: 0引用数: 0
h-index: 0
机构:
Univ Anahuac Mexico, Fac Ingn, Av Univ Anahuac 46, Huixquilucan 52786, Estado De Mexic, MexicoUniv Panamer, Escuela Ciencias Econ & Empresariales, Augusto Rodin 498, Mexico City 03920, DF, Mexico