Selected Publications

You can also browse my Google Scholar profile and my Researchgate profile.

1. Accelerated Log-Regularized Convolutional Transform Learning and its Convergence Guarantee
   Z. Li, H. Zhao, Y. Guo, Z. Yang and S. Xie
   IEEE Trans. cybernetics,(中科院-1区,JCR-1,IF:10.387), DOI:10.1109/TCYB.2021.3067352
   [bibtex] [paper]

            @article{li2021accelerated,
              title={Accelerated Log-Regularized Convolutional Transform Learning and its Convergence Guarantee},
              author={Li, Zhenni and Zhao, Haoli and Guo, Yongcheng and Yang, Zuyuan and Xie, Shengli},
              journal={IEEE Transactions on Cybernetics},
              year={2021},
              publisher={IEEE}
            }
            

2. Co-attention fusion based deep neural network for Chinese medical answer selection
   X. Chen, Z. Yang, N. Liang, Z. Li and W. Sun
   Applied Intelligence,(中科院-3区,JCR-1,IF:3.325), DOI:10.1007/s10489-021-02212-w
   [bibtex] [paper] [code]

            @article{chen2021co,
              title={Co-attention fusion based deep neural network for Chinese medical answer selection},
              author={Chen, Xichen and Yang, Zuyuan and Liang, Naiyao and Li, Zhenni and Sun, Weijun},
              journal={Applied Intelligence},
              pages={1--14},
              year={2021},
              publisher={Springer}
            }
            

3. Uniform Distribution Non-Negative Matrix Factorization for Multiview Clustering
   Z. Yang, N. Liang, W. Yan, Z. Li and S. Xie
   IEEE Trans. cybernetics,(中科院-1区,JCR-1,IF:10.387), DOI:10.1109/TCYB.2020.2984552
   [bibtex] [paper]

            @article{yang2020uniform,
            title={Uniform Distribution Non-Negative Matrix Factorization for Multiview Clustering},
            author={Yang, Zuyuan and Liang, Naiyao and Yan, Wei and Li, Zhenni and Xie, Shengli},
            journal={IEEE Transactions on Cybernetics},
            year={2020},
            publisher={IEEE}
            }
            

4. Multi-view clustering by non-negative matrix factorization with co-orthogonal constraints
   N. Liang, Z. Yang, Z. Li, W. Sun and S. Xie
   Knowledge-Based Systems,(中科院-1区,JCR-1,IF:5.101), DOI:10.1016/j.knosys.2020.105582,2020
   [bibtex] [paper] [code]

            @article{liang2020multi,
            title={Multi-view clustering by non-negative matrix factorization with co-orthogonal constraints},
            author={Liang, Naiyao and Yang, Zuyuan and Li, Zhenni and Sun, Weijun and Xie, Shengli},
            journal={Knowledge-Based Systems},
            pages={105582},
            year={2020},
            publisher={Elsevier}
            }
            

5. Semi-supervised multi-view clustering with Graph-regularized Partially Shared Non-negative Matrix Factorization
   N. Liang, Z. Yang, Z. Li, S. Xie and C. Su
   Knowledge-Based Systems,(中科院-1区,JCR-1,IF:5.101), DOI:10.1016/j.knosys.2019.105185,2019
   [bibtex] [paper] [code]

            @article{liang2019semi,
            title={Semi-supervised multi-view clustering with Graph-regularized Partially Shared Non-negative Matrix Factorization},
            author={Liang, Naiyao and Yang, Zuyuan and Li, Zhenni and Xie, Shengli and Su, Chun-Yi},
            journal={Knowledge-Based Systems},
            pages={105185},
            year={2019},
            publisher={Elsevier}
            }
            

6. Heart sound classification using the SNMFNet classifier
   W. Han, S. Xie, Z. Yang, S. Zhou and H. Huang
   Physiological measurement,(中科院-4区,JCR-3,IF:2.246), DOI:10.1088/1361-6579/ab45c8,2019
   [bibtex] [paper]

   @article{han2019heart,
     title={Heart sound classification using the SNMFNet classifier},
     author={Han, Wei and Xie, Shengli and Yang, Zuyuan and Zhou, Songbin and Huang, Haonan},
     journal={Physiological measurement},
     volume={40},
     number={10},
     pages={105003},
     year={2019},
     publisher={IOP Publishing}
   }
            

7. Under-determined convolutive blind source separation combining density-based clustering and sparse reconstruction in time-frequency domain
   J. Yang, Y. Guo, Z. Yang, S. Xie
   IEEE Trans. Circuits and Systems I: Regular Papers,(中科院-3区,JCR-1,IF:3.97), DOI: 10.1109/TCSI.2019.2908394, 2019
   [bibtex] [paper] [code]

   @article{yang2019under,
   title={Under-Determined Convolutive Blind Source Separation Combining Density-Based Clustering and Sparse Reconstruction in Time-Frequency Domain},
     author={Yang, Junjie and Guo, Yi and Yang, Zuyuan and Xie, Shengli},
     journal={IEEE Transactions on Circuits and Systems I: Regular Papers},
     year={2019},
     publisher={IEEE}
   }
   

8. Credit-based payments for fast computing resource trading in edge-assisted internet of things
   Z. Li, Z. Yang, S. Xie, W. Chen, K. Liu
   IEEE Internet of Things Journal,(中科院-1区,JCR-1,IF:11.33), DOI: 10.1109/JIOT.2019.2908861, 2019
   [bibtex] [paper]

   @article{li2019credit,
     title={Credit-based payments for fast computing resource trading in edge-assisted internet of things},
     author={Li, Zhenni and Yang, Zuyuan and Xie, Shengli and Chen, Wuhui and Liu, Kang},
     journal={IEEE Internet of Things Journal},
     year={2019},
     publisher={IEEE}
   }
   

9. Computing resource trading for edge-cloud-assisted internet of things
   Z. Li, Z. Yang, S. Xie
   IEEE Trans. Industrial Informatics,(中科院-1区,JCR-1,IF:8.82), DOI: 10.1109/TII.2019.2897364, 2019
   [bibtex] [paper]

   @article{li2019computing,
     title={Computing Resource Trading for Edge-Cloud-assisted Internet of Things},
     author={Li, Zhenni and Yang, Zuyuan and Xie, Shengli},
     journal={IEEE Transactions on Industrial Informatics},
     year={2019},
     publisher={IEEE}
   }
   

10. Supervised threshold-based heart sound classification algorithm
    W. Han, Z. Yang, J. Lu and S. Xie
    Physiological measurement,(中科院-3区,JCR-3,IF:2.246), DOI:10.1088/1361-6579/aae7fa,2018
    [bibtex] [paper]

    @article{han2018supervised,
      title={Supervised threshold-based heart sound classification algorithm},
      author={Han, Wei and Yang, Zuyuan and Lu, Jun and Xie, Shengli},
      journal={Physiological measurement},
      volume={39},
      number={11},
      pages={115011},
      year={2018},
      publisher={IOP Publishing}
    }
             

11. A novel regularized nonnegative matrix factorization for spectral-spatial dimension reduction of hyperspectral imagery
    W. Yan, B. Zhang, Z. Yang
    IEEE Access,(中科院-2区，JCR-1，IF:4.96), vol. 6, pp. 77953-77964, 2018
    [bibtex] [paper]

      @article{yan2018novel,
      title={A Novel Regularized Nonnegative Matrix Factorization for Spectral-Spatial Dimension Reduction of Hyperspectral Imagery},
      author={Yan, Wei and Zhang, Bob and Yang, Zuyuan},
      journal={IEEE Access},
      volume={6},
      pages={77953--77964},
      year={2018},
      publisher={IEEE}
    }
    

12. Non-negative matrix factorization with dual constraints for image clustering
    Z. Yang, Y. Zhang, Y. Xiang, W. Yan, S. Xie
    IEEE Trans. Systems, Man, and Cybernetics: Systems,(中科院-1区,JCR-1,IF:7.351), DOI: 10.1109/TSMC.2018.2820084, 2018
    [bibtex] [paper]

    @article{yang2018non,
      title={Non-negative matrix factorization with dual constraints for image clustering},
      author={Yang, Zuyuan and Zhang, Yu and Xiang, Yong and Yan, Wei and Xie, Shengli},
      journal={IEEE Transactions on Systems, Man, and Cybernetics: Systems},
      year={2018},
      publisher={IEEE}
    }
    

13. Sparse gene coexpression network analysis reveals EIF3J-AS1 as a prognostic marker for breast cancer
    X. Chen, Z. Yang, C Yang, K Xie, S Xie
    Complexity,(中科院-2区,JCR-1,IF:2.69), vol. 2018, pp. 12, 2018
    [bibtex] [paper]

    @article{chen2018sparse,
      title={Sparse Gene Coexpression Network Analysis Reveals EIF3J-AS1 as a Prognostic Marker for Breast Cancer},
      author={Chen, Xin and Yang, Zuyuan and Yang, Chao and Xie, Kan and Sun, Weijun and Xie, Shengli},
      journal={Complexity},
      volume={2018},
      year={2018},
      publisher={Hindawi}
    }
    

14. Proximal alternating minimization for analysis dictionary learning and convergence analysis
    Z. Li, S. Ding, W. Chen, Z. Yang, S. Xie
    IEEE Trans. Emerging Topics in Computational Intelligence,(IF:4.36), vol. 2, no. 6, pp. 439-449, 2019
    [bibtex] [paper]

    @article{li2018proximal,
      title={Proximal alternating minimization for analysis dictionary learning and convergence analysis},
      author={Li, Zhenni and Ding, Shuxue and Chen, Wuhui and Yang, Zuyuan and Xie, Shengli},
      journal={IEEE Transactions on Emerging Topics in Computational Intelligence},
      volume={2},
      number={6},
      pages={439--449},
      year={2018},
      publisher={IEEE}
    }
    

15. Manifold optimization-based analysis dictionary learning with an L1/2-norm regularizer
    Z. Li, S. Ding, Y. Li, Z. Yang, S. Xie
    Neural Networks,(中科院-1区,JCR-1,IF:9.86), vol. 98, pp. 212-222, 2017
    [bibtex] [paper]

    @article{li2018manifold,
      title={Manifold optimization-based analysis dictionary learning with an ℓ1/ 2-norm regularizer},
      author={Li, Zhenni and Ding, Shuxue and Li, Yujie and Yang, Zuyuan and Xie, Shengli and Chen, Wuhui},
      journal={Neural Networks},
      volume={98},
      pages={212--222},
      year={2018},
      publisher={Elsevier}
    }
    

16. A novel regularized concept factorization for document clustering
    W. Yan, B. Zhang, S. Ma, Z. Yang
    Knowledge-based Systems,(中科院-1区,JCR-1,IF:5.101), vol. 135, pp. 147-158, 2017
    [bibtex] [paper]

    @article{yan2017novel,
      title={A novel regularized concept factorization for document clustering},
      author={Yan, Wei and Zhang, Bob and Ma, Sihan and Yang, Zuyuan},
      journal={Knowledge-Based Systems},
      volume={135},
      pages={147--158},
      year={2017},
      publisher={Elsevier}
    }
    

17. Adaptive method for nonsmooth nonnegative matrix factorization
    Z. Yang, Y. Xiang, K. Xie, Y. Lai
    IEEE Trans. Neural Networks and Learning Systems,(中科院-1区,JCR-1,IF:12.16), vol. 28, no. 4, pp. 948-960, 2017
    [bibtex] [paper] [code]

    @article{yang2016adaptive,
      title={Adaptive method for nonsmooth nonnegative matrix factorization},
      author={Yang, Zuyuan and Xiang, Yong and Xie, Kan and Lai, Yue},
      journal={IEEE transactions on neural networks and learning systems},
      volume={28},
      number={4},
      pages={948--960},
      year={2016},
      publisher={IEEE}
    }
    

18. A fast non-smooth nonnegative matrix factorization for learning sparse representation
    Z. Yang, Y. Zhang, W. Yan, Y. Xiang, S. Xie
    IEEE Access,(中科院-2区,JCR-1,IF:4.96), vol. 4, pp. 5161-5168, 2016
    [bibtex] [paper]

    @article{yang2016fast,
      title={A fast non-smooth nonnegative matrix factorization for learning sparse representation},
      author={Yang, Zuyuan and Zhang, Yu and Yan, Wei and Xiang, Yong and Xie, Shengli},
      journal={IEEE access},
      volume={4},
      pages={5161--5168},
      year={2016},
      publisher={IEEE}
    }
    

19. A convex geometry-based blind source separation method for separating nonnegative sources
    Z. Yang, Y. Xiang, Y. Rong, and K. Xie
    IEEE Trans. Neural Networks and Learning Systems,(中科院-1区,JCR-1,IF:12.16), vol. 26, no. 8, pp. 1635-1644, 2015
    [bibtex] [paper]

    @article{yang2014convex,
      title={A convex geometry-based blind source separation method for separating nonnegative sources},
      author={Yang, Zuyuan and Xiang, Yong and Rong, Yue and Xie, Kan},
      journal={IEEE transactions on neural networks and learning systems},
      volume={26},
      number={8},
      pages={1635--1644},
      year={2014},
      publisher={IEEE}
    }
    

20. On the security of compressed sensing based signal cryptosystem
    Z. Yang, W. Yan, and Y. Xiang
    IEEE Trans. Emerging Topics in Computing,(中科院-2区,JCR-1,IF:4.36), vol. 3, no. 3, pp. 363-371, 2015
    [bibtex] [paper]

    @article{yang2014security,
      title={On the security of compressed sensing-based signal cryptosystem},
      author={Yang, Zuyuan and Yan, Wei and Xiang, Yong},
      journal={IEEE Transactions on Emerging Topics in Computing},
      volume={3},
      number={3},
      pages={363--371},
      year={2014},
      publisher={IEEE}
    }
    

21. Projection-pursuit-based method for blind separation of nonnegative sources
    Z. Yang, Y. Xiang, Y. Rong, and S. Xie
    IEEE Trans. Neural Networks and Learning Systems,(中科院-1区,JCR-1,IF:12.16), vol. 24, no. 1, pp. 47-57, 2013
    [bibtex] [paper]

    @article{yang2012projection,
      title={Projection-pursuit-based method for blind separation of nonnegative sources},
      author={Yang, Zuyuan and Xiang, Yong and Rong, Yue and Xie, Shengli},
      journal={IEEE transactions on neural networks and learning systems},
      volume={24},
      number={1},
      pages={47--57},
      year={2012},
      publisher={IEEE}
    }
    

22. Nonnegative blind source separation by sparse component analysis based on determinant measure
    Z. Yang, Y. Xiang, S. Xie, and S. Ding
    IEEE Trans. Neural Networks and Learning Systems,(中科院-1区,JCR-1,IF:12.16), vol. 23, no. 10, pp. 1601-1610, 2012
    [bibtex] [paper]

    @article{yang2012nonnegative,
      title={Nonnegative blind source separation by sparse component analysis based on determinant measure},
      author={Yang, Zuyuan and Xiang, Yong and Xie, Shengli and Ding, Shuxue and Rong, Yue},
      journal={IEEE transactions on neural networks and learning systems},
      volume={23},
      number={10},
      pages={1601--1610},
      year={2012},
      publisher={IEEE}
    }
    

23. Blind spectral unmixing based on sparse nonnegative matrix factorization
    Z. Yang, G. Zhou, S. Xie, S. Ding, J. Yang, and J. Zhang
    IEEE Trans. Image Processing,(中科院-1区,JCR-1,IF:9.63), vol. 20, no. 4, pp. 1112-1125, 2011
    [bibtex] [paper]

    @article{yang2010blind,
      title={Blind spectral unmixing based on sparse nonnegative matrix factorization},
      author={Yang, Zuyuan and Zhou, Guoxu and Xie, Shengli and Ding, Shuxue and Yang, Jun-Mei and Zhang, Jun},
      journal={IEEE Transactions on Image Processing},
      volume={20},
      number={4},
      pages={1112--1125},
      year={2010},
      publisher={IEEE}
    }
    

24. Maximum contrast analysis for nonnegative blind source separation
    Z. Yang, Y, Xiang, S. Xie
    Computers And Mathematics with Applications,(中科院-3区,JCR-1,IF:2.64), vol. 62, no. 11, pp. 3997-4006, 2011
    [bibtex] [paper]

    @article{yang2011maximum,
      title={Maximum contrast analysis for nonnegative blind source separation},
      author={Yang, Zuyuan and Xiang, Yong and Xie, Shengli},
      journal={Computers \& Mathematics with Applications},
      volume={62},
      number={11},
      pages={3997--4006},
      year={2011},
      publisher={Elsevier}
    }
    

25. Blind source separation by fully nonnegative constrained iterative volume maximization
    Z. Yang, S, Ding, S. Xie
    IEEE Signal Processing Letters,(中科院-3区,JCR-1,IF:4.37), vol. 17, no. 9, pp. 799-802, 2010
    [bibtex] [paper]

    @article{yang2010blin,
      title={Blind source separation by fully nonnegative constrained iterative volume maximization},
      author={Yang, Zuyuan and Ding, Shuxue and Xie, Shengli},
      journal={IEEE Signal Processing Letters},
      volume={17},
      number={9},
      pages={799--802},
      year={2010},
      publisher={IEEE}
    }