TY - CHAP
T1 - Building fuzzy random autoregression model and its application
AU - Shao, Lu
AU - Tsai, You Hsi
AU - Watada, Junzo
AU - Wang, Shuming
PY - 2012
Y1 - 2012
N2 - The purpose of economic analysis is to interpret the history, present and future economic situation based on analyzing economical time series data. The autoregression model is widely used in economic analysis to predict an output of an index based on the previous outputs. However, in real-world economic analysis, given the co-existence of stochastic and fuzzy uncertainty, it is better to employ a fuzzy system approach to the analysis. To address regression problems with such hybridly uncertain data, fuzzy random data are introduced to build the autoregression model. In this paper, a fuzzy random autoregression model is introduced and to solve the problem, we resort to some heuristic solution based on σ -confidence intervals. Finally, a numerical example of Shanghai Composite Index is provided.
AB - The purpose of economic analysis is to interpret the history, present and future economic situation based on analyzing economical time series data. The autoregression model is widely used in economic analysis to predict an output of an index based on the previous outputs. However, in real-world economic analysis, given the co-existence of stochastic and fuzzy uncertainty, it is better to employ a fuzzy system approach to the analysis. To address regression problems with such hybridly uncertain data, fuzzy random data are introduced to build the autoregression model. In this paper, a fuzzy random autoregression model is introduced and to solve the problem, we resort to some heuristic solution based on σ -confidence intervals. Finally, a numerical example of Shanghai Composite Index is provided.
KW - Confidence interval
KW - Fuzzy autoregression model
KW - Fuzzy random autoregression model
KW - Fuzzy random data
KW - Time series data
UR - http://www.scopus.com/inward/record.url?scp=84879262336&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84879262336&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-29977-3_16
DO - 10.1007/978-3-642-29977-3_16
M3 - Chapter
AN - SCOPUS:84879262336
SN - 9783642299766
VL - 15
T3 - Smart Innovation, Systems and Technologies
SP - 155
EP - 164
BT - Smart Innovation, Systems and Technologies
ER -