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Least Squares SVM Ensemble via Diversity(Relationship) Learning

Least Squares SVM Ensemble via Diversity(Relationship) Learning. Hua Qiang. Contents. Introduction. Notation. Ensemble via Diversity Learning. Least Squares SVM. Model & Optimization. Experiment. LS-SVM Ensemble via Diversity Leaning - Introduction.

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Least Squares SVM Ensemble via Diversity(Relationship) Learning

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  1. Least Squares SVM Ensemble via Diversity(Relationship) Learning Hua Qiang

  2. Contents • Introduction • Notation • Ensemble viaDiversity Learning • LeastSquares SVM • Model & Optimization • Experiment Email：huaq@nuaa.edu.cn

  3. LS-SVM Ensemble via Diversity Leaning- Introduction • The diversity of the component learners has been recognized as a key to a good ensemble. • Ensemble methods, which train multiple learners for a set of data. Email：huaq@nuaa.edu.cn

  4. LS-SVM Ensemble via Diversity Leaning- Notation — the set of K learners — the training set — the corresponding labels the linear function for Li : Email：huaq@nuaa.edu.cn

  5. LS-SVM Ensemble via Diversity Leaning- Ensemble via Diversity Learning Ref. :Yang Yu, Yu-Feng Li and Zhi-Hua Zhou, Diversity Regularized Machine,ijcai2011. Email：huaq@nuaa.edu.cn

  6. LS-SVM Ensemble via Diversity Leaning- Ensemble via Diversity Learning Ref. :Yang Yu, Yu-Feng Li and Zhi-Hua Zhou, Diversity Regularized Machine,ijcai2011. Email：huaq@nuaa.edu.cn

  7. LS-SVM Ensemble via Diversity Leaning- Ensemble via Diversity Learning Email：huaq@nuaa.edu.cn

  8. LS-SVM Ensemble via Diversity Leaning- Ensemble via Diversity Learning Email：huaq@nuaa.edu.cn

  9. LS-SVM Ensemble via Diversity Leaning- Least Squares SVM Email：huaq@nuaa.edu.cn

  10. LS-SVM Ensemble via Diversity Leaning- Model & Optimization • Optimizing w.r.t W and b when is fixed • Optimizing w.r.t when W and b are fixed Email：huaq@nuaa.edu.cn

  11. LS-SVM Ensemble via Diversity Leaning- Model & Optimization Optimizing w.r.t W and b when is fixed Email：huaq@nuaa.edu.cn

  12. LS-SVM Ensemble via Diversity Leaning- Model & Optimization Optimizing w.r.t when W and b are fixed Email：huaq@nuaa.edu.cn

  13. LS-SVM Ensemble via Diversity Leaning- Experiment Email：huaq@nuaa.edu.cn

  14. Thank You Very Much! Email：huaq@nuaa.edu.cn

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