Nonnegative matrix and tensor factorization [lecture notes] A Cichocki, R Zdunek, S Amari IEEE signal processing magazine 25 (1), 142-145, 2007 | 3154 | 2007 |

Hierarchical ALS algorithms for nonnegative matrix and 3D tensor factorization A Cichocki, R Zdunek, S Amari International conference on independent component analysis and signal …, 2007 | 395 | 2007 |

Csiszar’s divergences for non-negative matrix factorization: Family of new algorithms A Cichocki, R Zdunek, S Amari International conference on independent component analysis and signal …, 2006 | 375 | 2006 |

New algorithms for non-negative matrix factorization in applications to blind source separation A Cichocki, R Zdunek, S Amari 2006 IEEE International Conference on Acoustics Speech and Signal Processing …, 2006 | 329 | 2006 |

Symmetric nonnegative matrix factorization: Algorithms and applications to probabilistic clustering Z He, S Xie, R Zdunek, G Zhou, A Cichocki IEEE Transactions on Neural Networks 22 (12), 2117-2131, 2011 | 229 | 2011 |

Non-negative matrix factorization with quasi-newton optimization R Zdunek, A Cichocki International conference on artificial intelligence and soft computing, 870-879, 2006 | 173 | 2006 |

Multilayer nonnegative matrix factorisation A Cichocki, R Zdunek ELECTRONICS LETTERS-IEE 42 (16), 947, 2006 | 152 | 2006 |

Extended SMART algorithms for non-negative matrix factorization A Cichocki, S Amari, R Zdunek, R Kompass, G Hori, Z He International conference on artificial intelligence and soft computing, 548-562, 2006 | 149 | 2006 |

Non-negative tensor factorization using alpha and beta divergences A Cichocki, R Zdunek, S Choi, R Plemmons, SI Amari 2007 IEEE International Conference on Acoustics, Speech and Signal …, 2007 | 129 | 2007 |

Nonnegative matrix factorization with constrained second-order optimization R Zdunek, A Cichocki Signal Processing 87 (8), 1904-1916, 2007 | 123 | 2007 |

Kaczmarz extended algorithm for tomographic image reconstruction from limited-data C Popa, R Zdunek Mathematics and Computers in Simulation 65 (6), 579-598, 2004 | 123 | 2004 |

Regularized alternating least squares algorithms for non-negative matrix/tensor factorization A Cichocki, R Zdunek International Symposium on Neural Networks, 793-802, 2007 | 115 | 2007 |

Multilayer nonnegative matrix factorization using projected gradient approaches A Cichocki, R Zdunek International Journal of Neural Systems 17 (06), 431-446, 2007 | 112 | 2007 |

Improved M-FOCUSS algorithm with overlapping blocks for locally smooth sparse signals R Zdunek, A Cichocki IEEE Transactions on Signal Processing 56 (10), 4752-4761, 2008 | 72 | 2008 |

Improved FOCUSS method with conjugate gradient iterations Z He, A Cichocki, R Zdunek, S Xie IEEE transactions on signal processing 57 (1), 399-404, 2008 | 70 | 2008 |

Fast Nonnegative Matrix Factorization Algorithms Using Projected Gradient Approaches for Large‐Scale Problems R Zdunek, A Cichocki Computational intelligence and neuroscience 2008 (1), 939567, 2008 | 65 | 2008 |

Novel multi-layer non-negative tensor factorization with sparsity constraints A Cichocki, R Zdunek, S Choi, R Plemmons, S Amari Adaptive and Natural Computing Algorithms: 8th International Conference …, 2007 | 62 | 2007 |

Amari Si. Nonnegative matrix and tensor factorizations: applications to exploratory multi-way data analysis and blind source separation A Cichocki, R Zdunek, AH Phan John Wiley & Sons 10, 9780470747278, 2009 | 56 | 2009 |

Smooth nonnegative matrix and tensor factorizations for robust multi-way data analysis T Yokota, R Zdunek, A Cichocki, Y Yamashita Signal Processing 113, 234-249, 2015 | 54 | 2015 |

Ntflab for signal processing A Cichocki, R Zdunek Technical report, Laboratory for Advanced Brain Signal Processing, BSI …, 2006 | 53 | 2006 |