Publications
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2019. The impact of musical structure on enjoyment and absorptive listening states in trance music. Music and Consciousness 2 - Worlds, Practices, Modalities.
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2020. A dataset and classification model for Malay, Hindi, Tamil and Chinese music. 13th Workshop on music and machine learning (MML) as part of ECML/PKDD. 
2009.04459.pdf (234.8 KB)
2009.04459.pdf (234.8 KB).
2021. Generating Lead Sheets with Affect: A Novel Conditional seq2seq Framework. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2104.13056.pdf (857.78 KB)
2104.13056.pdf (857.78 KB).
2020. The impact of Audio input representations on neural network based music transcription. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2001.09989.pdf (1.87 MB)
2001.09989.pdf (1.87 MB).
2019. Learning Disentangled Representations of Timbre and Pitch for Musical Instrument Sounds Using Gaussian Mixture Variational Autoencoders. ISMIR. jyun-ismir.pdf (5.62 MB)
jyun-ismir.pdf (5.62 MB).
2019. nnAudio: A PyTorch Audio Processing Tool Using 1D Convolution neural networks. ISMIR - Late Breaking Demo. nnAudio.pdf (399.08 KB)
nnAudio.pdf (399.08 KB).
2019. A novel music-based game with motion capture to support cognitive and motor function in the elderly. IEEE Conference on Games. preprint.pdf (2.6 MB)
preprint.pdf (2.6 MB).
2020. Singing voice conversion with disentangled representations of singer and vocal technique using variational autoencoders. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). 1912.02613.pdf (2.9 MB)
1912.02613.pdf (2.9 MB).
2018. The Structure of Chord Progressions Influences Listeners’ Enjoyment and Absorptive States in EDM. 15th International Conference on Music Perception and Cognition. Agres460_preprint_v2.pdf (387.15 KB)
Agres460_preprint_v2.pdf (387.15 KB).
2016. The Effect of Repetitive Structure on Enjoyment in Uplifting Trance Music. 14th International Conference for Music Perception and Cognition (ICMPC). :280-282. preprint_trance.pdf (139.27 KB)
preprint_trance.pdf (139.27 KB).
2017. Music and Motion-Detection: A Game Prototype for Rehabilitation and Strengthening in the Elderly. IEEE International Conference on Orange Technologies (ICOT) . agres_herr_music_rehab_preprint.pdf (1.77 MB)
agres_herr_music_rehab_preprint.pdf (1.77 MB).
2018. From Context to Concept: Exploring Semantic Relationships in Music with Word2Vec. Neural Computing and Applications. paper.pdf (1.64 MB)
paper.pdf (1.64 MB).
2017. Harmonic Structure Predicts the Enjoyment of Uplifting Trance Music. Frontiers in Psychology, Cognitive Science. 7(1999) agres16ut.pdf (1.15 MB)
agres16ut.pdf (1.15 MB).
2023. MERP: A Music Dataset with Emotion Ratings and Raters’ Profile Information. Sensors - Intelligent Sensors. 23(1) sensors-23-00382 (2).pdf (1.21 MB)
sensors-23-00382 (2).pdf (1.21 MB).
2021. Music, Computing, and Health: A roadmap for the current and future roles of music technology for healthcare and well-being. Music & Science. Preprint for OSF_Agres, Schaefer, Volk, et al. (2021)_Music & Science_watermark.pdf (4.07 MB)
Preprint for OSF_Agres, Schaefer, Volk, et al. (2021)_Music & Science_watermark.pdf (4.07 MB).
2020. nnAudio: An on-the-fly GPU Audio to Spectrogram Conversion Toolbox Using 1D Convolution Neural Networks. IEEE Access. nnAudio.pdf (10.2 MB)
nnAudio.pdf (10.2 MB)