Similarity based method for manufacturing process performance prediction and diagnosis
Computers in Industry
Fault detection in sensors by using multiresolution signal decomposition
International Journal of Intelligent Systems Technologies and Applications
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
Neighborhood counting for financial time series forecasting
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Short-term load forecasting using multiscale bilinear recurrent neural network
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Multiresolution-based bilinear recurrent neural network
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Wavelet-transform based artificial neural network for daily rainfall prediction in Southern Thailand
ISCIT'09 Proceedings of the 9th international conference on Communications and information technologies
Discrete wavelet transform-based time series analysis and mining
ACM Computing Surveys (CSUR)
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Comparative study of different wavelets for hydrologic forecasting
Computers & Geosciences
Analytical approach to similarity-based prediction of manufacturing system performance
Computers in Industry
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We survey a number of applications of the wavelet transform in time series prediction. We show how multiresolution prediction can capture short-range and long-term dependencies with only a few parameters to be estimated. We then develop a new multiresolution methodology for combined noise filtering and prediction, based on an approach which is similar to the Kalman filter. Based on considerable experimental assessment, we demonstrate the powerfulness of this methodology.