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革新知能統合研究センター テンソル学習チーム

チームリーダー ZHAO Qibin(D.Eng.)


ZHAO Qibin (D.Eng.)



  • コンピューター科学


  • 工学
  • 神経科学 & 行動科学
  • 数学


  • テンソル分解とテンソルネットワーク
  • テンソルベイズ学習
  • 深層テンソル学習


  • 1.G. Zhou, Q. Zhao, Y. Zhang, T. Adali, S. Xie, and A. Cichocki:
    Linked component analysis from matrices to high order tensors: Applications to biomedical data"
    Proceedings of the IEEE (PIEE), 104(2):310-331, (2016).
  • 2.Q. Zhao, G. Zhou, L. Zhang, A. Cichocki, and S. Amari:
    "Bayesian robust tensor factorization for incomplete multiway data"
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 27(4):736-748, (2016).
  • 3.H. Ming, Q. Zhao, B. Chaib-draa, and A. Cichocki:
    "Common and discriminative subspace kernel-based multiblock tensor partial least squares regression"
    Proceedings of the 30th AAAI Conference on Artificial Intelligence (AAAI’16), pp. 1673-1679, (2016).
  • 4.G. Zhou, A. Cichocki, Q. Zhao, and S. Xie:
    "Efficient nonnegative Tucker decompositions: Algorithms and uniqueness"
    IEEE Transaction on Image Processing (TIP), 24(12):4990-5003, (2015).
  • 5.Q. Zhao, L. Zhang, and A. Cichocki:
    "Bayesian CP factorization of incomplete tensors with automatic rank determination"
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 37(9):1751-1763, (2015).
  • 6.C. Li, Q. Zhao, J. Li, A. Cichocki, and L. Guo:
    "Multi-tensor completion with common structures"
    Proceedings of the 29th AAAI Conference on Artificial Intelligence (AAAI’15), pp. 2743-2749, (2015).
  • 7.Q. Zhao, G. Zhou, T. Adali, L. Zhang, and A. Cichocki:
    "Kernerlization of tensor-based models for multiway data analysis"
    IEEE Signal Processing Magazine (SPM), 30(4):137-148, (2013).
  • 8.Q. Zhao, C.F. Caiafa, D.P. Mandic, Z.C. Chao, Y. Nagasaka, N. Fujii, L. Zhang, and A. Cichocki:
    "Higher-order partial least squares (HOPLS): A generalized multi-linear regression method"
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 35(7):1660-1673, (2013).
  • 9.Q. Zhao, L. Zhang, and A. Cichocki:
    "A tensor-variate Gaussian process for classification of multidimensional structured data"
    Proceedings of the 27th AAAI Conference on Artificial Intelligence (AAAI’13), pp. 1041-1047, (2013).
  • 10.Q. Zhao, C. F Caiafa, D. P Mandic, L. Zhang, T. Ball, A. Schulze-Bonhage, and A. Cichocki:
    "Multilinear subspace regression: An orthogonal tensor decomposition approach"
    Advances in Neural Information Processing Systems 24 (NIPS), pp. 1269-1277, (2011).




ZHAO Qibin


LI Chao
HOU Ming


〒103-0027 東京都中央区日本橋1-4-1 日本橋一丁目三井ビルディング 15階
Tel: 03-6225-2373
Fax: 03-3271-7202


Email: qibin.zhao [at] riken.jp