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| 1 | On the robustness of EEG tensor completion methods显示文摘During the acquisition of electroencephalographic(EEG) signals, data may be missing or corrupted by noise and artifacts. To reconstruct the incomplete data, EEG signals are firstly converted into a three-order tensor(multi-dimensional data) of shape time × channel × trial. Then, the missing data can be efficiently recovered by applying a tensor completion method(TCM).However, there is not a unique way to organize channels and trials in a tensor, and different numbers of channels are available depending on the EEG setting used, which may affect the quality of the tensor completion results. The main goal of this paper is to evaluate the robustness of EEG completion methods with several designed parameters such as the ordering of channels and trials, the number of channels, and the amount of missing data. In this work, the results of completing missing data by several TCMs were compared. To emulate different scenarios of missing data, three different patterns of missing data were designed.Firstly, the amount of missing data on completion effects was analyzed, including the time lengths of missing data and the number of channels or trials affected by missing data. Secondly, the numerical stability of the completion methods was analyzed by shuffling the indices along channels or trials in the EEG data tensor. Finally, the way that the number of electrodes of EEG tensors influences completion effects was assessed by changing the number of channels. Among all the applied TCMs, the simultaneous tensor decomposition and completion(STDC) method achieves the best performance in providing stable results when the amount of missing data or the electrode number of EEG tensors is changed. In other words, STDC proves to be an excellent choice of TCM, since permutations of trials or channels have almost no influence on the complete results. The STDC method can efficiently complete the missing EEG signals. The designed simulations can be regarded as a procedure to validate whether or not a completion method is useful enough to complete EEG signals. | DUAN Feng JIA Hao ZHANG ZhiWen FENG Fan TAN Ying DAI YangYang CICHOCKI Andrzej YANG ZhengLu CAIAFA Cesar F. SUN Zhe SOLE-CASALS Jordi | 2021 | Science China(Technological Sciences)2021，64，9： | 2 |
| 2 | Differential expression of class I HDACs: Roles of cell density andcell cycle显示文摘 | F. Dangond M. Henriksson G. Zardo P. Caiafa T. Ekstrom S. Gray | 2001 | International Journal of Oncology2001，，4： | 1 |
| 3 | Indel markers: genetic diversity of 38 palymorphisms in Brazilian populations and application in a paternity investigation with post mortem material显示文摘 | Manta F Caiafa A Pereira R | 2012 | Forensic Sci Int Genet2012，6，5： | 1 |
| 4 | Linker histone binding and displacement:versatile mechanism for transcriptional regulation显示文摘 | Zlatanova J Caiafa P Van Holde K | | 0，，12： | 1 |
| 5 | Indel markers: genetic diversity of 38 polymorphisms in Brazilian populations and application in a paternity investigation with post mortem material显示文摘 | Manta F Caiafa A Pereira R | 2012 | Forensic SciInt Genet2012，6，5： | 1 |
| 6 | Separation of statistically dependent sources using an L2-distance non-Gaussianity measure显示文摘 | Proto A N | 2006 | Signal Processing2006，86，11： | 1 |
| 7 | Linker histone binding and displacement : Versatile mechanism for transcriptional regulation 显示文摘 | Zlatanova J Caiafa P van Holde K | 2000 | FASEB J2000，14，12： | 1 |
| 8 | Designing of aircraft structural crashworthiness显示文摘 | Thomson R G Caiafa C | 1982 | Journal of Aircraft1982，19，10： | 1 |
| 9 | Wavelet and Karhunen Loe've transformations applied to SAR signals and images显示文摘 | CAIAFA C F | 2005 | Physica A2005，356，： | 1 |
| 10 | DNA methylation and chromatin structure:the puzzling CpG islands显示文摘 | Caiafa P Zampieri M | | 0，，： | 1 |
| 11 | Separation of statistically dependent sources using an L2-distance non-Gaussianity measure显示文摘 | Caiafa C F Proto A N | | 0，，11： | 1 |
| 12 | DNA methylation and chromatin structure: the puzzling CpG islands显示文摘 | Caiafa P Zampieri M | 2005 | J Cell Biochem2005，94，2： | 1 |
| 13 | DNA demethylation is directly related to tumour progression: Evidencein normal, pre-malignant and malignant cells from uterine cervix samples显示文摘 | Adriana De Capoa Angelina Musolino Simonetta Della Rosa Paola Caiafa Luciano Mariani Franca Del Nonno Amina Vocaturo Raffaele Perrone Donnorso Alain Niveleau Claudio Grappelli | 2003 | Oncology Reports2003，，： | 1 |
| 14 | Indel markers: Genetic diversity of 38 polymorphisms in Brazilian populations and application in a paternity investigation with post mortem material 显示文摘 | Manta F Caiafa A Pereira R | 2012 | Forensic Sci Int Genet2012，6，5： | 1 |
| 15 | Indel markers: genetic diversity of 38 polymorphisms in Brazilian populations and application in a paternity investigation with post mortem material显示文摘 | Manta F Caiafa A Pereira R | 2012 | Forensic Sci Int Genet2012，6，5： | 1 |
| 16 | Increased mortality associated with vitamin-A deficiency during human im- munodeficiency virus type-l-lnfection 显示文摘 | SEMBA RD~ GRAHAM NM CAIAFA WT | 1993 | Arc Intern Medicine1993，153，18： | 1 |
| 17 | Diagnosis and management of adrenal ineidentaloma 显示文摘 | Oliveira Caiafa R Salvador Izquierdo R Bueseh Villalba L | 2011 | Radiologia2011，53，6： | 1 |
| 18 | Linker histone binding and displacement: Versatile mechanism for transcriptional regulation显示文摘 | Zlatanova J Caiafa P Van Holde K | 2000 | Faseb J2000，14，12： | 1 |
| 19 | Characterization and modeling of high-voltage field-stop IGBTs 显示文摘 | KANG X CAIAFA A SANTI E | 2003 | IEEE Transactions on Industry Application2003，39，4： | 1 |
| 20 | Transi- ent capability of superconducting devices on electric power systems 显示文摘 | Sivasubramaniam K Zhang T Caiafa A | 2008 | IEEE Transactions on Applied Su- perconductivity2008，18，3： | 1 |
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