Data Mining for Forecasting the Broiler Price Using Wavelet Transform

Abstract Forecasting the price of chicken plays a crucial important role in the poultry raising industry because it is beneficial to maximize the profit and minimize the risk. Its goal is to accurately predict the price in future based on the data obtained. ARMA is the classical time series prediction method and wavelet transform is well known to work well for reducing the noise of the data. In this paper, we perform ARMA with wavelet transform to get high accuracy of the chicken price forecasting.

[1]  J. Adamowski Development of a short-term river flood forecasting method for snowmelt driven floods based on wavelet and cross-wavelet analysis , 2008 .

[2]  S. H. Cao,et al.  Study of forecasting solar irradiance using neural networks with preprocessing sample data by wavelet analysis , 2006 .

[3]  Colorado Colorado,et al.  AMERICAN SOCIETY OF CIVIL ENGINEERS , 2010 .

[4]  Ni Yi-xin WAVELET ANALYSIS BASED ARIMA HOURLY ELECTRICITY PRICES FORECASTING APPROACH , 2005 .

[5]  Li Li,et al.  Haar wavelet for machine fault diagnosis , 2007 .

[6]  Pei-Chann Chang,et al.  Financial Time Series Data Forecasting by Wavelet and TSK Fuzzy Rule Based System , 2007, Fourth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2007).

[7]  Tai Nengling,et al.  Techniques of applying wavelet transform into combined model for short-term load forecasting , 2006 .

[8]  LI Cai-hua Neural network short-term spot price forecast based on multi-factor wavelet analysis , 2007 .

[9]  Wei-Guang Wang,et al.  Wavelet network model for reference crop evapotranspiration forecasting , 2007, 2007 International Conference on Wavelet Analysis and Pattern Recognition.

[10]  Gui Zhong-hua APPLICATION OF WAVELET TRANSFORM BASED GREY THEORY TO FAULT FORECASTING OF HYDROELECTRIC GENERATING SETS , 2005 .

[11]  Bin-Sheng Liu,et al.  Research on Freight Traffic Forecast Based on Wavelet and Support Vector Machine , 2006, 2006 International Conference on Machine Learning and Cybernetics.

[12]  Chongzhao Han,et al.  Time Series Forecasting Based on Wavelet KPCA and Support Vector Machine , 2007, 2007 IEEE International Conference on Automation and Logistics.

[13]  Juan B. Valdés,et al.  NONLINEAR MODEL FOR DROUGHT FORECASTING BASED ON A CONJUNCTION OF WAVELET TRANSFORMS AND NEURAL NETWORKS , 2003 .