Nonnegative matrix and tensor factorizations: applications to exploratory multi-way data analysis and blind source separation A Cichocki, R Zdunek, AH Phan, S Amari John Wiley & Sons, 2009 | 2186 | 2009 |

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 | 323 | 2006 |

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 | 284 | 2007 |

Nonnegative matrix and tensor factorization [lecture notes] A Cichocki, R Zdunek, S Amari IEEE signal processing magazine 25 (1), 142-145, 2007 | 276 | 2007 |

Nonnegative matrix and tensor factorization [lecture notes] A Cichocki, R Zdunek, S Amari IEEE signal processing magazine 25 (1), 142-145, 2007 | 276 | 2007 |

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 | 268 | 2006 |

ICALAB toolboxes A Cichocki http://www. bsp. brain. riken. jp/ICALAB, 2004 | 175 | 2004 |

Non-negative matrix factorization with quasi-newton optimization R Zdunek, A Cichocki International conference on artificial intelligence and soft computing, 870-879, 2006 | 149 | 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 | 137 | 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 | 135 | 2011 |

Nonnegative matrix factorization with constrained second-order optimization R Zdunek, A Cichocki Signal Processing 87 (8), 1904-1916, 2007 | 110 | 2007 |

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 | 109 | 2007 |

Multilayer nonnegative matrix factorisation A Cichocki, R Zdunek ELECTRONICS LETTERS-IEE 42 (16), 947, 2006 | 103 | 2006 |

Kaczmarz extended algorithm for tomographic image reconstruction from limited-data C Popa, R Zdunek Mathematics and Computers in Simulation 65 (6), 579-598, 2004 | 94 | 2004 |

Regularized alternating least squares algorithms for non-negative matrix/tensor factorization A Cichocki, R Zdunek International Symposium on Neural Networks, 793-802, 2007 | 93 | 2007 |

Multilayer nonnegative matrix factorization using projected gradient approaches A Cichocki, R Zdunek International Journal of Neural Systems 17 (06), 431-446, 2007 | 86 | 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 | 61 | 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 | 56 | 2008 |

Novel multi-layer non-negative tensor factorization with sparsity constraints A Cichocki, R Zdunek, S Choi, R Plemmons, SI Amari International Conference on Adaptive and Natural Computing Algorithms, 271-280, 2007 | 56 | 2007 |

Fast nonnegative matrix factorization algorithms using projected gradient approaches for large-scale problems R Zdunek, A Cichocki Computational intelligence and neuroscience 2008, 2008 | 55 | 2008 |