Publications
] .
2019. Development of Machine Learning for asthmatic and healthy voluntary cough - a proof of concept study. Applied Sciences. 9(14)
applsci-09-02833.pdf (2.06 MB)
applsci-09-02833.pdf (2.06 MB).
2022. Downscaling using Deep Convolutional Autoencoders, a case study for South East Asia. Egusphere preprint. egusphere-2022-234.pdf (8.99 MB)
egusphere-2022-234.pdf (8.99 MB).
2019. The emergence of deep learning: new opportunities for music and audio technologies. Neural Computing and Applications. main_preprint.pdf (102.16 KB)
main_preprint.pdf (102.16 KB).
2022. EmoMV: Affective Music-Video Correspondence Learning Datasets for Classification and Retrieval. Information Fusion. SSRN-id4189323.pdf (2.01 MB)
SSRN-id4189323.pdf (2.01 MB).
2021. Evaluating the Effectiveness of an Augmented Reality Game Promoting Environmental Action. Sustainability. 13(24):13912. sustainability-13-13912.pdf (16.23 MB)
sustainability-13-13912.pdf (16.23 MB).
2025. An exploration of controllability in symbolic music infilling. IEEE Access.
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2025. Forecasting Bitcoin Volatility Spikes from Whale Transactions and Cryptoquant Data Using Synthesizer Transformer Models. IEEE Access. 13:117788-117807. SSRN-id4247684.pdf (5.05 MB)
SSRN-id4247684.pdf (5.05 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. A Functional Taxonomy of Music Generation Systems. ACM Computing Surveys. 50(5):30. music_generation_survey_dh_preprint.pdf (349.15 KB)
music_generation_survey_dh_preprint.pdf (349.15 KB).
2017. Generating guitar solos by integer programming. Journal of the Operational Research Society. :971-985. preprint_guitar_solo_generation_dh.pdf (772.59 KB)
preprint_guitar_solo_generation_dh.pdf (772.59 KB).
2015. Generating structured music for bagana using quality metrics based on Markov models. Expert Systems With Applications. 42 (21)(21):424–7435. paper-bagana.pdf (1.73 MB)
paper-bagana.pdf (1.73 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).
2025. LLMs Can't Handle Peer Pressure: Crumbling under Multi-Agent Social Interactions. arXiv:2508.18321.
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2019. Machine Learning Research that Matters for Music Creation: A Case Study. Journal of New Music Research. 48(1):36-55. concert_paper_preprint.pdf (1.6 MB)
concert_paper_preprint.pdf (1.6 MB).
2025. MelodySim: Measuring Melody-aware Music Similarity for Plagiarism Detection. arXiv:2505.20979.
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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).
2018. Minimally Simple Binaural Room Modelling Using a Single Feedback Delay Network. Journal of the Audio Engineering Society. 66(10):791-807. angus_jaes_preprint.pdf (6.39 MB)
angus_jaes_preprint.pdf (6.39 MB).
2017. MorpheuS: generating structured music with constrained patterns and tension. IEEE Transactions on Affective Computing. PP (In Press)(99) herremans2017morpheusFullIEEE.pdf (5.71 MB)
herremans2017morpheusFullIEEE.pdf (5.71 MB).
2023. A Multimodal Model with Twitter Finbert Embeddings for Extreme Price Movement Prediction of Bitcoin. Expert Systems with Applications. 2206.00648.pdf (3.26 MB)
2206.00648.pdf (3.26 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).
2025. Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey. ACM Computing Surveys. 2402.17467.pdf (1.01 MB)
2402.17467.pdf (1.01 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).
2018. A Novel Interface for the Graphical Analysis of Music Practice Behaviours. Frontiers in Psychology - Human-Media Interaction. 9 practice_browser.pdf (4.9 MB)
practice_browser.pdf (4.9 MB).
2018. Perceptual evaluation of measures of spectral variance. Journal of the Acoustical Society of America. 143(6):3300–3311. jasa_an_dh_preprint.pdf (2.46 MB)
jasa_an_dh_preprint.pdf (2.46 MB).
2022. Predicting emotion from music videos: exploring the relative contribution of visual and auditory information to affective responses. Arxiv preprint.
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2025. PRESENT: Zero-Shot Text-to-Prosody Control. IEEE Signal Processing Letters. 2408.06827v1.pdf (367.55 KB)
2408.06827v1.pdf (367.55 KB).
2018. Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross Entropy. Neural Computing and Applications. main.pdf (2.59 MB)
main.pdf (2.59 MB).
2022. Single Image Video Prediction with Auto-Regressive GANs. Sensors. 22:3533.
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2025. SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering. arXiv:2508.03448. 2508.03448v2.pdf (3.31 MB)
2508.03448v2.pdf (3.31 MB).
2025. Text2midi: Generating Symbolic Music from Captions. Proceedings of AAAI, Philadelphia. 2412.16526v2.pdf (569.51 KB)
2412.16526v2.pdf (569.51 KB).
2019. Towards robust audio spoofing detection: a detailed comparison of traditional and learned features. IEEE Access. 7:84229-84241. ieee_access_herremans.pdf (14.31 MB)
ieee_access_herremans.pdf (14.31 MB).
2025. Towards the future of education: cyber-physical learning. Discover Education. 4:1–16.
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2021. Underwater Acoustic Communication Receiver Using Deep Belief Network. IEEE Transactions on Communications. :1-1. 2102.13397.pdf (12.87 MB)
2102.13397.pdf (12.87 MB).
2017. A variable neighborhood search algorithm to generate piano fingerings for polyphonic sheet music. International Transactions in Operational Research, Special Issue on Variable Neighbourhood Search. 24(3):509–535. ITOR_VNS_APF_preprint.pdf (840.28 KB)
ITOR_VNS_APF_preprint.pdf (840.28 KB).
2024. Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer model. Expert Systems with Applications. 2311.00968.pdf (5.51 MB)
2311.00968.pdf (5.51 MB).
2022. A white paper on cyberphysical learning. White paper, Singapore University of Technology and Design. LSL_WhitePaper_Cyber-physical-Campus-Higher-Education.pdf (6.98 MB)
LSL_WhitePaper_Cyber-physical-Campus-Higher-Education.pdf (6.98 MB).
2018. O.R. and music generation. OR/MS Today. 45(1) O.R. and music generation - INFORMS.pdf (825.66 KB)
O.R. and music generation - INFORMS.pdf (825.66 KB).
2025. Royalties in the age of AI: paying artists for AI-generated songs. WIPO Magazine.
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2018. Blacklisted speaker identification using triplet neural networks. MCE2018 competition. SUTD_description.pdf (133.08 KB)
SUTD_description.pdf (133.08 KB).
2012. Composing Fifth Species Counterpoint Music With Variable Neighborhood Search. wp_cp5.pdf (508 KB)
wp_cp5.pdf (508 KB).
2024. Gamification and skills tree. Trends and Foresight Report on Cyber-Physical Learning.
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2014. Generating structured music using quality metrics based on Markov models. wp_bagana.pdf (1.7 MB)
wp_bagana.pdf (1.7 MB).
2014. Looking into the minds of Bach, Haydn and Beethoven: Classification and generation of composer-specific music. RPS-2014-001.pdf (575.42 KB)
RPS-2014-001.pdf (575.42 KB).
2011. A Variable Neighborhood Search Algorithm for Composing First Species Counterpoint Musical Fragments. 2011017 wp_cp1.pdf (775.91 KB)
wp_cp1.pdf (775.91 KB).
2025. Analysis and Synthesis of Audio with AI: from Neurological Disease to Accented Speech and Music. thesis_Jan.pdf (26.4 MB)
thesis_Jan.pdf (26.4 MB).
2020. Data-driven 3D Scene Understanding. PhD
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2024. Modern Portfolio Construction with Advanced Deep Learning Models. SUTD. PhD Joel_Ong_Thesis.pdf (3.44 MB)
Joel_Ong_Thesis.pdf (3.44 MB).
2018. Real-Time Binaural Auralization. ISTD. PhD NatalieAngus_PhD_Thesis_01Jul18.pdf (6.19 MB)
NatalieAngus_PhD_Thesis_01Jul18.pdf (6.19 MB).
2005. Tabu Search voor de optimalisatie van muzikale fragmenten. Faculty of Applied Economics. MSc Business Engineer Management Information Systems Thesis.pdf (1.25 MB)
Thesis.pdf (1.25 MB)