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A new ensemble learning algorithm is presented for quantitative analysis of near-infrared spectra. The algorithm contains two steps of stacked regression and Partial Least Squares (PLS), termed Dual Stacked Partial Least Squares (DSPLS) algorithm. First, several sub-models were generated from the whole calibration set. The inner-stack step was implemented on sub-intervals of the spectrum. Then the outer-stack step was used to combine these sub-models. Several combination rules of the outer-stack step were analyzed for the proposed DSPLS algorithm. In addition, a novel selective weighting rule was also involved to select a subset of all available sub-models. Experiments on two public near-infrared datasets demonstrate that the proposed DSPLS with selective weighting rule provided superior prediction performance and outperformed the conventional PLS algorithm. Compared with the single model, the new ensemble model can provide more robust prediction result and can be considered an alternative choice for quantitative analytical applications.
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
May 2012,
Talanta,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
June 2000,
Applied biochemistry and biotechnology,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
May 2010,
Analytica chimica acta,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
July 2006,
Bioscience, biotechnology, and biochemistry,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
January 2008,
Talanta,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
January 2024,
Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
May 2007,
The Journal of toxicological sciences,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
January 2015,
International journal of data mining and bioinformatics,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
July 2015,
Guang pu xue yu guang pu fen xi = Guang pu,
Yiming Bi, and
Qiong Xie, and
Silong Peng, and
Liang Tang, and
Yong Hu, and
Jie Tan, and
Yuhui Zhao, and
Changwen Li
January 2005,
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference,
