Nonnegative matrix and tensor factorization [lecture notes] A Cichocki, R Zdunek, S Amari IEEE signal processing magazine 25 (1), 142-145, 2007 | 2972 | 2007 |

Hierarchical ALS algorithms for nonnegative matrix and 3D tensor factorization A Cichocki, R Zdunek, S Amari Independent Component Analysis and Signal Separation: 7th International …, 2007 | 369 | 2007 |

Csiszar’s divergences for non-negative matrix factorization: Family of new algorithms A Cichocki, R Zdunek, S Amari Independent Component Analysis and Blind Signal Separation: 6th …, 2006 | 369 | 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 | 310 | 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 | 198 | 2011 |

Non-negative matrix factorization with quasi-newton optimization R Zdunek, A Cichocki ICAISC, 870-879, 2006 | 168 | 2006 |

Extended SMART algorithms for non-negative matrix factorization A Cichocki, S Amari, R Zdunek, R Kompass, G Hori, Z He Artificial Intelligence and Soft Computing–ICAISC 2006: 8th International …, 2006 | 149 | 2006 |

Multilayer nonnegative matrix factorisation A Cichocki, R Zdunek ELECTRONICS LETTERS-IEE 42 (16), 947, 2006 | 138 | 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 | 123 | 2007 |

Nonnegative matrix factorization with constrained second-order optimization R Zdunek, A Cichocki Signal Processing 87 (8), 1904-1916, 2007 | 122 | 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 | 111 | 2004 |

Regularized alternating least squares algorithms for non-negative matrix/tensor factorization A Cichocki, R Zdunek Lecture Notes in Computer Science 4493, 793, 2007 | 104 | 2007 |

Multilayer nonnegative matrix factorization using projected gradient approaches A Cichocki, R Zdunek International Journal of Neural Systems 17 (06), 431-446, 2007 | 102 | 2007 |

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 | 68 | 2008 |

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 | 66 | 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 |

Fast nonnegative matrix factorization algorithms using projected gradient approaches for large-scale problems R Zdunek, A Cichocki Computational intelligence and neuroscience 2008, 2008 | 59 | 2008 |

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 | 52 | 2015 |

Ntflab for signal processing A Cichocki, R Zdunek Technical report, Laboratory for Advanced Brain Signal Processing, BSI …, 2006 | 51 | 2006 |

Ntflab for signal processing A Cichocki, R Zdunek Technical report, Laboratory for Advanced Brain Signal Processing, BSI …, 2006 | 51 | 2006 |