Publications
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The impact of musical structure on enjoyment and absorptive listening states in trance music. Music and Consciousness 2: Worlds, Practices, Modalities. Edited by Ruth Herbert, David Clarke, and Eric Clarke
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2019. A dataset and classification model for Malay, Hindi, Tamil and Chinese music. Workshop on Machine Learning and Music (MML 2020), at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) conference.
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2020. The impact of Audio input representations on neural network based music transcription. Proceedings of the International Joint Conference on Neural Networks (IJCNN).
(1.87 MB)
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2020. 
Learning Disentangled Representations of Timbre and Pitch for Musical Instrument Sounds Using Gaussian Mixture Variational Autoencoders. ISMIR.
(5.62 MB)
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2019. 
nnAudio: A PyTorch Audio Processing Tool Using 1D Convolution neural networks. ISMIR - Late Breaking Demo.
(399.08 KB)
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2019. 
A novel music-based game with motion capture to support cognitive and motor function in the elderly. IEEE Conference on Games (CoG) 2019.
(2.63 MB)
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2019. 
Sen2Seq: A Conditional seq2seq Framework for Generating Lead Sheets with Sentiment. Proceedings of the International Joint Conference on Neural Networks (IJCNN).
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2021. Singing Voice Conversion with Disentangled Representations of Singer and Vocal Technique Using Variational Autoencoders. 45th International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP 2020).
(2.88 MB)
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2020. 
Singing Voice Conversion with Disentangled Representations of Singer and Vocal Technique Using Variational Autoencoders. 45th International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP 2020).
(2.88 MB)
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2020. 
The Structure of Chord Progressions Influences Listeners’ Enjoyment and Absorptive States in EDM. International Conference on Music Perception and Cognition.
(387.15 KB)
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2018. 
The Effect of Repetitive Structure on Enjoyment in Uplifting Trance Music. In Proceedings of the 14th International Conference for Music Perception and Cognition (ICMPC). :280-282.
(139.27 KB)
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2016. 
Music and Motion-Detection: A Game Prototype for Rehabilitation and Strengthening in the Elderly. IEEE International Conference on Orange Technologies (ICOT 2017).
(1.77 MB)
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2017. 
Age dependent statistical learning trajectories reveal differences in information weighting. Psychology and Aging.
(1.79 MB)
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2020. 
From Context to Concept: Exploring Semantic Relationships in Music with Word2Vec. Neural Computing and Applications. https://doi.org/10.1007/s00521-018-3923-1
(1.64 MB)
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2018. 
Harmonic Structure Predicts the Enjoyment of Uplifting Trance Music. Frontiers in Psychology. 7:1999.
(1.15 MB)
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2017. 
Music, Computing, and Health: A roadmap for the current and future roles of music technology for health care and well-being. Music & Science.
(4.07 MB)
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2021. 
Music, Computing, and Health: A roadmap for the current and future roles of music technology for health care and well-being. Music & Science.
(4.07 MB)
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2021. 
nnAudio: An on-the-fly GPU Audio toSpectrogram Conversion Toolbox Using 1D Convolutional Neural Networks. IEEE Access. 8:161981-162003.
(6.65 MB)
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2020. 
Statistical Learning Ability as a Measure of Cognitive Function. :1-7.
(1004.22 KB)
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2019. 