JCP 2012 Vol.7(2): 507-513 ISSN: 1796-203X
doi: 10.4304/jcp.7.2.507-513
doi: 10.4304/jcp.7.2.507-513
Prediction Algorithm for State Prediction Model
Zili Zhang1, Hongwei Song1, Yan Li2, Yan Li3
1Computer Science Department, Shijiazhuang University, Shijiazhuang, China
2Computer Engineering Department, Ordnance Engineering College, Shijiazhuang, China
3Computer Science Department, Nanjing Normal University, Nanjing, China
Abstract—Dynamic Bayesian network is the extension of Bayesian network in solving time series problems .It can be well dealt with the time-varying multivariable problem. A state model is given based on Dynamic Bayesian network. The model can more accurately describe the relationship between the system state and the influencing factors. Single-step and multi-step prediction algorithms are given to predict the system state. The multi-step state prediction algorithm is achieved by extending time-slice. In this paper, the width of the reasoning is used to simplify the amount of data in the reasoning process.
Index Terms—Dynamic Bayesian networks, state prediction model, single-step prediction algorithm, multi-step prediction algorithm.
2Computer Engineering Department, Ordnance Engineering College, Shijiazhuang, China
3Computer Science Department, Nanjing Normal University, Nanjing, China
Abstract—Dynamic Bayesian network is the extension of Bayesian network in solving time series problems .It can be well dealt with the time-varying multivariable problem. A state model is given based on Dynamic Bayesian network. The model can more accurately describe the relationship between the system state and the influencing factors. Single-step and multi-step prediction algorithms are given to predict the system state. The multi-step state prediction algorithm is achieved by extending time-slice. In this paper, the width of the reasoning is used to simplify the amount of data in the reasoning process.
Index Terms—Dynamic Bayesian networks, state prediction model, single-step prediction algorithm, multi-step prediction algorithm.
Cite: Zili Zhang, Hongwei Song, Yan Li, Yan Li, "Prediction Algorithm for State Prediction Model," Journal of Computers vol. 7, no. 2, pp. 507-513, 2012.
General Information
ISSN: 1796-203X
Abbreviated Title: J.Comput.
Frequency: Bimonthly
Abbreviated Title: J.Comput.
Frequency: Bimonthly
Editor-in-Chief: Prof. Liansheng Tan
Executive Editor: Ms. Nina Lee
Abstracting/ Indexing: DBLP, EBSCO, ProQuest, INSPEC, ULRICH's Periodicals Directory, WorldCat,etc
E-mail: jcp@iap.org
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