Inference for a mean-reverting stochastic process with multiple change points
被引:6
作者:
Chen, Fuqi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Stat & Actuarial Sci, 1151 Richmond St, London, ON N6A 5B7, CanadaUniv Western Ontario, Dept Stat & Actuarial Sci, 1151 Richmond St, London, ON N6A 5B7, Canada
Chen, Fuqi
[1
]
Mamon, Rogemar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Appl Math, Dept Stat & Actuarial Sci, London, ON, Canada
Univ Philippines Visayas, Div Phys Sci & Math, Iloilo, PhilippinesUniv Western Ontario, Dept Stat & Actuarial Sci, 1151 Richmond St, London, ON N6A 5B7, Canada
Mamon, Rogemar
[2
,3
]
Davison, Matt
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Appl Math, Dept Stat & Actuarial Sci, London, ON, CanadaUniv Western Ontario, Dept Stat & Actuarial Sci, 1151 Richmond St, London, ON N6A 5B7, Canada
Davison, Matt
[2
]
机构:
[1] Univ Western Ontario, Dept Stat & Actuarial Sci, 1151 Richmond St, London, ON N6A 5B7, Canada
[2] Univ Western Ontario, Dept Appl Math, Dept Stat & Actuarial Sci, London, ON, Canada
ELECTRONIC JOURNAL OF STATISTICS
|
2017年
/
11卷
/
01期
基金:
加拿大自然科学与工程研究理事会;
关键词:
Ornstein-Uhlenbeck process;
sequential analysis;
least sum of squared errors;
maximum likelihood;
consistent estimator;
segment neighbourhood search method;
PELT algorithm;
ORNSTEIN-UHLENBECK PROCESS;
QUANTUM MONTE-CARLO;
VALUE-AT-RISK;
STRUCTURAL-CHANGES;
LINEAR-REGRESSION;
MODEL;
MOLECULES;
MARKET;
D O I:
10.1214/17-EJS1282
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:
The use of an Ornstein-Uhlenbeck (OU) process is ubiquitous in business, economics and finance to capture various price processes and evolution of economic indicators exhibiting mean-reverting properties. The time at which structural transition representing drastic changes in the economic dynamics occur are of particular interest to policy makers, investors and financial product providers. This paper addresses the change-point problem under a generalised OU model and investigates the associated statistical inference. We propose two estimation methods to locate multiple change points and show the asymptotic properties of the estimators. An informational approach is employed in detecting the change points, and the consistency of our methods is also theoretically demonstrated. Estimation is considered under the setting where both the number and location of change points are unknown. Three computing algorithms are further developed for implementation. The practical applicability of our methods is illustrated using simulated and observed financial market data.
机构:
Zhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R ChinaZhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R China
Sun, Qi
Xu, Weijun
论文数: 0引用数: 0
h-index: 0
机构:
S China Univ Technol, Sch Business Adm, Inst Govt Decision Making & Performance Evaluat, Guangzhou 510641, Peoples R ChinaZhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R China
Xu, Weijun
Xiao, Weilin
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Sch Management, Hangzhou 310058, Zhejiang, Peoples R ChinaZhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R China
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
Yan, Xiaojing
Yang, Xiangfeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
Yang, Xiangfeng
Zhang, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
Zhang, Peng
Zhang, Ziqian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
机构:
Hunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China
Gong, Xiaoye
Li, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Yango Univ, Business Sch, Fuzhou 11041, Fujian, Peoples R ChinaHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China
Li, Ying
Wu, Yang-Che
论文数: 0引用数: 0
h-index: 0
机构:
Feng Chia Univ, Coll Finance, Dept Finance, Taichung 40724, TaiwanHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China
Wu, Yang-Che
Yang, Wan-Shiou
论文数: 0引用数: 0
h-index: 0
机构:
Natl Changhua Univ Educ, Dept Informat Management, 1 Jin De Rd, Changhua 50007, TaiwanHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China
机构:
Zhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R ChinaZhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R China
Sun, Qi
Xu, Weijun
论文数: 0引用数: 0
h-index: 0
机构:
S China Univ Technol, Sch Business Adm, Inst Govt Decision Making & Performance Evaluat, Guangzhou 510641, Peoples R ChinaZhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R China
Xu, Weijun
Xiao, Weilin
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Sch Management, Hangzhou 310058, Zhejiang, Peoples R ChinaZhejiang Gongshang Univ, Sch Business Adm, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Peoples R China
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
Yan, Xiaojing
Yang, Xiangfeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
Yang, Xiangfeng
Zhang, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
Zhang, Peng
Zhang, Ziqian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
机构:
Hunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China
Gong, Xiaoye
Li, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Yango Univ, Business Sch, Fuzhou 11041, Fujian, Peoples R ChinaHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China
Li, Ying
Wu, Yang-Che
论文数: 0引用数: 0
h-index: 0
机构:
Feng Chia Univ, Coll Finance, Dept Finance, Taichung 40724, TaiwanHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China
Wu, Yang-Che
Yang, Wan-Shiou
论文数: 0引用数: 0
h-index: 0
机构:
Natl Changhua Univ Educ, Dept Informat Management, 1 Jin De Rd, Changhua 50007, TaiwanHunan Univ, Business Sch, Changsha 410082, Hunan, Peoples R China