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Titlebook: Latent Variable Analysis and Signal Separation; 12th International C Emmanuel Vincent,Arie Yeredor,Petr Tichavský Conference proceedings 20

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Adaptive Denoising Autoencoders: A Fine-Tuning Scheme to Learn from Test Mixturesas the input to the top AE, which is to check the purity of the once denoised DAE output. Then, the top AE error is used to fine-tune the bottom DAE during the test phase. Experimental results on audio source separation tasks demonstrate that the proposed fine-tuning technique can further improve th
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0302-9743 multiple datasets, data fusion, and related topics; advances in nonlinear blind source separation; sparse and low rank modeling for acoustic signal processing.978-3-319-22481-7978-3-319-22482-4Series ISSN 0302-9743 Series E-ISSN 1611-3349
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Improving Deep Neural Network Based Speech Enhancement in Low SNR Environmentsf the estimated clean speech features processed by incorporating VAD information. Experimental results demonstrate that the proposed SE approach effectively improves short-time objective intelligibility (STOI) by 0.161 and perceptual evaluation of speech quality (PESQ) by 0.333 over the already-good SE baseline systems at .5dB SNR of babble noise.
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Learning Coupled Embedding Using MultiView Diffusion Mapsestrained to hop between the different views. Our method is robust to scaling of each dataset, and is insensitive to small structural changes in the data. Within this framework, we define new diffusion distances and analyze the spectra of the implied kernels.
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