Publications
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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. End-to-End Text-to-SQL with Dataset Selection: Leveraging LLMs for Adaptive Query Generation. Proceedings of IJCNN, Rome, Italy.
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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).
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).
2021. The Effect of Spectrogram Reconstructions on Automatic Music Transcription:An Alternative Approach to Improve Transcription Accuracy. Proceedings of the International Conference on Pattern Recognition (ICPR2020). 2010.09969.pdf (3.46 MB)
2010.09969.pdf (3.46 MB).
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).
2015. The effect of repetitive structure on enjoyment and altered states in uplifting trance music. 2nd International Conference on Music and Consciousness (MUSCON 2), Brighton. AgresEtAl_muscon.pdf (12.47 KB)
AgresEtAl_muscon.pdf (12.47 KB).
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. Doppler Invariant Demodulation for Shallow Water Acoustic Communications Using Deep Belief Networks. 16th IEEE Asia Pacific Wireless Communications Symposium (APWCS). 1909.02850.pdf (790.54 KB)
1909.02850.pdf (790.54 KB).
2023. A Domain-Knowledge-Inspired Music Embedding Space and a Novel Attention Mechanism for Symbolic Music Modeling. Proceedings of the 37th AAAI Conference on Artificial Intelligence. 2212.00973.pdf (1.74 MB)
2212.00973.pdf (1.74 MB).
2024. DisfluencySpeech -- Single-Speaker Conversational Speech Dataset with Paralanguage. Proc. of IEEE Tencon, Singapore.
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2023. DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability. ICASSP. diffroll.pdf (2.2 MB)
diffroll.pdf (2.2 MB).
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).
2024. DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of Experts. arXiv:2406.08742. 2406.08742v1.pdf (1.06 MB)
2406.08742v1.pdf (1.06 MB).
2021. Deep Neural Network Based Respiratory Pathology Classification Using Cough Sounds. Sensors. 21(16):5555. 2106.12174.pdf (6.52 MB)
2106.12174.pdf (6.52 MB).
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).
2020. Data-driven 3D Scene Understanding. PhD
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2024. DART: Disentanglement of Accent and Speaker Representation in Multispeaker Text-to-Speech. Audio Imagination: NeurIPS 2024 Workshop.
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2013. Dance Hit Song Science. International Workshop on Music and Machine Learning. abstract_preprint_MML2013_DH.pdf (194.82 KB)
abstract_preprint_MML2013_DH.pdf (194.82 KB).
2014. Dance hit song prediction. Journal of New music Research. 43:302. wp_hit.pdf (689.07 KB)
wp_hit.pdf (689.07 KB).
2023. Constructing Time-Series Momentum Portfolios with Deep Multi-Task Learning. Expert Systems with Applications. 230(120587) 2306.13661.pdf (707.95 KB)
2306.13661.pdf (707.95 KB).
2022. Conditional Drums Generation using Compound Word Representations. EvoMUSART (EVO*) - Lecture Notes in Computer Science. 2202.04464.pdf (525.36 KB)
2202.04464.pdf (525.36 KB).
2022. Computationally Efficient Physics Approximating Neural Networks for Highly Nonlinear Maps. 2022 International Conference on Research in Adaptive and Convergent Systems.
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2012. Composing first species counterpoint musical scores with a variable neighbourhood search algorithm. Journal of Mathematics and the Arts. 6:169-189.
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2012. Composing Fifth Species Counterpoint Music With Variable Neighborhood Search. wp_cp5.pdf (508 KB)
wp_cp5.pdf (508 KB).
2013. Composing Fifth Species Counterpoint Music With A Variable Neighborhood Search Algorithm. Expert Systems with Applications. 40 paper_preprint_cp5.pdf (405.75 KB)
paper_preprint_cp5.pdf (405.75 KB).
2012. Composing counterpoint musical scores with variable neighborhood search. Annual Conference of the Belgian Operation Research Society (ORBEL26). orbel26abs_vnsforcp.pdf (116.85 KB)
orbel26abs_vnsforcp.pdf (116.85 KB).
2015. Composer Classification Models for Music-Theory Building. Computational Music Analysis. Chapter_HerremansEtAl_preprint.pdf (475.26 KB)
Chapter_HerremansEtAl_preprint.pdf (475.26 KB).
2014. Compose=Compute - Computer Generation And Classification Of Music Through Operations Research Methods. PhD Thesis, University of Antwerp. :250.
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2015. Compose ≡ compute. 4OR. 13:335–336.
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2025. Coarse-to-Fine Text-to-Music Latent Diffusion. Proceedings of ICASSP.
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2024. Coarse-to-Fine Text-to-Music Latent Diffusion. Audio Imagination: NeurIPS 2024 Workshop.
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2015. Classification and generation of composer-specific music using global feature models and variable neighborhood search. Computer Music Journal. 39(3):91. papercmj-dh_preprint.pdf (637.63 KB)
papercmj-dh_preprint.pdf (637.63 KB).
2018. Blacklisted speaker identification using triplet neural networks. MCE2018 competition. SUTD_description.pdf (133.08 KB)
SUTD_description.pdf (133.08 KB).
2025. BandCondiNet: Parallel Transformers-based Conditional Popular Music Generation with Multi-View Features. Expert Systems with Applications. 130059 2407.10462v2.pdf (2.6 MB)
2407.10462v2.pdf (2.6 MB).
2021. AttendAffectNet: Self-Attention based Networks for Predicting Affective Responses from Movies. Proceedings of the International Conference on Pattern Recognition (ICPR2020). 2010.11188.pdf (7.07 MB)
2010.11188.pdf (7.07 MB).
2021. AttendAffectNet – Emotion Prediction of Movie Viewers Using Multimodal Fusion with Self-attention. Sensors. Special issue on Intelligent Sensors: Sensor Based Multi-Modal Emotion Recognition. sensors-21-08356.pdf (1.03 MB)
sensors-21-08356.pdf (1.03 MB).
2020. Asthmatic versus healthy child classification based on cough and vocalised /a:/ sounds. The Journal of the Acoustical Society of America (JASA). 148, EL253
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2025. Are we there yet? A brief survey of Music Emotion Prediction Datasets, Models and Outstanding Challenges IEEE Transactions on Affective Computing. 2406.08809v1.pdf (156.19 KB)
2406.08809v1.pdf (156.19 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).
2026. Aligning Generative Music AI with Human Preferences: Methods and Challenges. Proceedings of AAAI, senior member track.
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2021. aiSTROM - A roadmap for developing a successful AI strategy. IEEE Access.
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2020. Acoustic prediction of flowrate: varying liquid jet stream onto a free surface. IEEE International Conference on Signal Processing and Communications (SPCOM). preprint flow.pdf (1.01 MB)
preprint flow.pdf (1.01 MB).
2024. Accented Text-to-Speech Synthesis with a Conditional Variational Autoencoder. Proc. of IEEE Tencon, Singapore.
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2024. Accent Conversion in Text-To-Speech Using Multi-Level VAE and Adversarial Training. Proc. of IEEE Tencon, Singapore.