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您的检索式：作者名="Nicholas CUMMINS"
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| 1 | Self-attention transfer networks for speech emotion recognition显示文摘Background A crucial element of human-machine interaction,the automatic detection of emotional states from human speech has long been regarded as a challenging task for machine learning models.One vital challenge in speech emotion recognition(SER)is learning robust and discriminative representations from speech.Although machine learning methods have been widely applied in SER research,the inadequate amount of available annotated data has become a bottleneck impeding the extended application of such techniques(e.g.,deep neural networks).To address this issue,we present a deep learning method that combines knowledge transfer and self-attention for SER tasks.Herein,we apply the log-Mel spectrogram with deltas and delta-deltas as inputs.Moreover,given that emotions are time dependent,we apply temporal convolutional neural networks to model the variations in emotions.We further introduce an attention transfer mechanism,which is based on a self-attention algorithm to learn long-term dependencies.The self-attention transfer network(SATN)in our proposed approach takes advantage of attention transfer to learn attention from speech recognition,followed by transferring this knowledge into SER.An evaluation built on Interactive Emotional Dyadic Motion Capture(IEMOCAP)dataset demonstrates the effectiveness of the proposed model. | Ziping ZHAO Keru Wang Zhongtian BAO Zixing ZHANG Nicholas CUMMINS Shihuang SUN Haishuai WANG Jianhua TAO Björn WSCHULLER | 2021 | Virtual Reality & Intelligent Hardware2021，3，1： | 3 |
| 2 | Cyclic strain-mediated regulation of vascular endothelial cell migration and tube formation显示文摘 | Nicholas Von Offenberg Sweeney Philip M. Cummins Eoin J. Cotter Paul A. Fitzpatrick Yvonne A. Birney Eileen M. Redmond Paul A. Cahill | 2005 | Biochemical and Biophysical Research Communications2005，，2： | 1 |
| 3 | Purification and characterisation of a family of glutathione transferases with roles in herbicide detoxification in soybean ( Glycine max L.); selective enhancement by herbicides and herbicide safeners显示文摘 | Christopher J. Andrews Ian Cummins Mark Skipsey Nicholas M. Grundy Ian Jepson Jane Townson Robert Edwards | 2005 | Pesticide Biochemistry and Physiology2005，，3： | 1 |
| 4 | Foxp3 + Regulatory T Cells, Th17 Effector Cells, and Cytokine Environment in Inflammatory Bowel Disease显示文摘 | Nicola Eastaff-Leung Nicholas Mabarrack Angela Barbour Adrian Cummins Simon Barry | 2010 | Journal of Clinical Immunology2010，，1： | 1 |
| 5 | Cyclic strain-mediated regulation of vascular endothelial cell migration and tube formation显示文摘 | Nicholas VOS Cummins PM Cotter E J | 2005 | Biochem Biophys Res Commun2005，329，2： | 1 |
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