Incomplete time series prediction using max-margin classification of data with absent features.
Zhaowei, Shang, Lingfeng, Zhang, Shangjun, Ma, Bin, Fang, Taiping, Zhang (2010)
Mathematical Problems in Engineering
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Zhaowei, Shang, Lingfeng, Zhang, Shangjun, Ma, Bin, Fang, Taiping, Zhang (2010)
Mathematical Problems in Engineering
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S. Monira Sumi, M. Faisal Zaman, Hideo Hirose (2012)
International Journal of Applied Mathematics and Computer Science
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In the present article, an attempt is made to derive optimal data-driven machine learning methods for forecasting an average daily and monthly rainfall of the Fukuoka city in Japan. This comparative study is conducted concentrating on three aspects: modelling inputs, modelling methods and pre-processing techniques. A comparison between linear correlation analysis and average mutual information is made to find an optimal input technique. For the modelling of the rainfall, a novel hybrid...
Gocheva-Ilieva, S.G., Iliev, I.P. (2010)
Mathematical Problems in Engineering
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Mou'ath Hourani, Ibrahiem M. M. El Emary (2009)
Computer Science and Information Systems
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Horng-Jinh Chang, Feng-Jenq Lin (1995)
The Yugoslav Journal of Operations Research
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Herman Wold (1980)
Banach Center Publications
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Robert Haining (1987)
Mathématiques et Sciences Humaines
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Sparks, Ross (2004)
Journal of Applied Mathematics and Decision Sciences
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Imre Bártfai (2002)
The Yugoslav Journal of Operations Research
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Krzysztof Simek (2003)
International Journal of Applied Mathematics and Computer Science
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Recently, data on multiple gene expression at sequential time points were analyzed using the Singular Value Decomposition (SVD) as a means to capture dominant trends, called characteristic modes, followed by the fitting of a linear discrete-time dynamical system in which the expression values at a given time point are linear combinations of the values at a previous time point. We attempt to address several aspects of the method. To obtain the model, we formulate a nonlinear optimization...
Ittig, Peter T. (2004)
Journal of Applied Mathematics and Decision Sciences
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Camiz, Sergio (2008)
Bulletin of TICMI
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