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Computational bioacoustics with deep learning: a review and roadmap


Dec 13, 2021
Dan Stowell


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Rank-based loss for learning hierarchical representations


Oct 11, 2021
Ines Nolasco, Dan Stowell

* submitted to ICASSP22 

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Guitar Effects Recognition and Parameter Estimation with Convolutional Neural Networks


Dec 06, 2020
Marco Comunità, Dan Stowell, Joshua D. Reiss


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Short-term prediction of photovoltaic power generation using Gaussian process regression


Oct 05, 2020
Yahya Al Lawati, Jack Kelly, Dan Stowell


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End-to-End Probabilistic Inference for Nonstationary Audio Analysis


Mar 12, 2019
William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell, Arno Solin


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Unifying Probabilistic Models for Time-Frequency Analysis


Nov 12, 2018
William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell, Arno Solin


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Sparse Gaussian process Audio Source Separation Using Spectrum Priors in the Time-Domain


Nov 05, 2018
Pablo A. Alvarado, Mauricio A. Álvarez, Dan Stowell

* Paper submitted to the 44th International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019. To be held in Brighton, United Kingdom, between May 12 and May 17, 2019 

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Data-Efficient Weakly Supervised Learning for Low-Resource Audio Event Detection Using Deep Learning


Oct 26, 2018
Veronica Morfi, Dan Stowell

* 5 pages, 2 figures. arXiv admin note: substantial text overlap with arXiv:1807.03697 

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Deep Learning for Audio Transcription on Low-Resource Datasets


Jul 11, 2018
Veronica Morfi, Dan Stowell

* 20 pages, 5 figures 

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A Generative Model for Natural Sounds Based on Latent Force Modelling


Feb 02, 2018
William J. Wilkinson, Joshua D. Reiss, Dan Stowell

* 10 pages, 5 figures 

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Efficient Learning of Harmonic Priors for Pitch Detection in Polyphonic Music


May 19, 2017
Pablo A. Alvarado, Dan Stowell

* 13 pages, 3 figures, paper submitted to WASPAA 2017 

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Gaussian Processes for Music Audio Modelling and Content Analysis


Jun 10, 2016
Pablo A. Alvarado, Dan Stowell


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Denoising without access to clean data using a partitioned autoencoder


Sep 22, 2015
Dan Stowell, Richard E. Turner


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Acoustic Scene Classification


Nov 13, 2014
Daniele Barchiesi, Dimitrios Giannoulis, Dan Stowell, Mark D. Plumbley

* IEEE Signal Processing Magazine 32(3) (May 2015) 16-34 

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Automatic large-scale classification of bird sounds is strongly improved by unsupervised feature learning


May 26, 2014
Dan Stowell, Mark D. Plumbley

* PeerJ 2:e488, 2014 

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Segregating event streams and noise with a Markov renewal process model


Nov 13, 2012
Dan Stowell, Mark D. Plumbley

* Journal of Machine Learning Research, 14(Aug):2213-2238, 2013 

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