Publications
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2024. Accent Conversion in Text-To-Speech Using Multi-Level VAE and Adversarial Training. Proc. of IEEE Tencon, Singapore.
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2024. Accented Text-to-Speech Synthesis with a Conditional Variational Autoencoder. Proc. of IEEE Tencon, Singapore.
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2024. Are we there yet? A brief survey of Music Emotion Prediction Datasets, Models and Outstanding Challenges arXiv:2406.08809. 
2406.08809v1.pdf (156.19 KB)
2406.08809v1.pdf (156.19 KB).
2024. BandControlNet: Parallel Transformers-based Steerable Popular Music Generation with Fine-Grained Spatiotemporal Features. arXiv:2407.10462. 2407.10462v1.pdf (2.3 MB)
2407.10462v1.pdf (2.3 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).
2024. DisfluencySpeech -- Single-Speaker Conversational Speech Dataset with Paralanguage. Proc. of IEEE Tencon, Singapore.
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2024. Gamification and skills tree. Trends and Foresight Report on Cyber-Physical Learning.
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2024. MidiCaps — A large-scale MIDI dataset with text captions. arXiv:2406.02255. 2406.02255v1.pdf (699.83 KB)
2406.02255v1.pdf (699.83 KB).
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).
2024. Mustango: Toward Controllable Text-to-Music Generation. Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers). pages 8293–8316. 2311.08355 (1).pdf (11.38 MB)
2311.08355 (1).pdf (11.38 MB).
2024. Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey. arXiv. 2402.17467 2402.17467.pdf (1.01 MB)
2402.17467.pdf (1.01 MB).
2024. SNIPER Training: Variable Sparsity Rate Training For Text-To-Speech. Proc. of IEEE Tencon, Singapore. 2211.07283.pdf (435.22 KB)
2211.07283.pdf (435.22 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).
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).
2023. DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability. ICASSP. diffroll.pdf (2.2 MB)
diffroll.pdf (2.2 MB).
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).
2023. Learning accent representation with multi-level VAE towards controllable speech synthesis. IEEE Spoken Language Technology (SLT) Workshop.
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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).
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).
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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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. 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).
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).
2022. Forecasting Bitcoin Volatility Spikes from Whale Transactions and Cryptoquant Data Using Synthesizer Transformer Models. SSRN. SSRN-id4247684.pdf (5.05 MB)
SSRN-id4247684.pdf (5.05 MB).
2022. A Gaussian mixture classifier model to differentiate respiratory symptoms using phonated /ɑː/ sounds. The 18th Australasian International Conference on Speech Science and Technology (SST). ahsounds.pdf (1018.01 KB)
ahsounds.pdf (1018.01 KB).
2022. HEAR 2021: Holistic Evaluation of Audio Representations. Proceedings of Machine Learning Research (PMLR): NeurIPS 2021 Competition Track. 2203.03022.pdf (406.58 KB)
2203.03022.pdf (406.58 KB).
2022. Jointist: Joint Learning for Multi-instrument Transcription and Its Applications. 2206.10805.pdf (427.51 KB)
2206.10805.pdf (427.51 KB).
2022. A Machine Learning Approach for MIDI to Guitar Tablature Conversion. Sound and Music Computing Conference (SMC). 25.pdf (528.42 KB)
25.pdf (528.42 KB).
2022. MusIAC: An extensible generative framework for Music Infilling Application with multi-level Control. EvoMUSART. 2202.05528.pdf (893.23 KB)
2202.05528.pdf (893.23 KB).
2022. Predicting emotion from music videos: exploring the relative contribution of visual and auditory information to affective responses. Arxiv preprint.
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2022. Single Image Video Prediction with Auto-Regressive GANs. Sensors. 22:3533.
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2022. Understanding Audio Features via Trainable Basis Functions. Arxiv preprint. 2204.11437.pdf (7.36 MB)
2204.11437.pdf (7.36 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).
2021. aiSTROM - A roadmap for developing a successful AI strategy. IEEE Access.
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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).
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. 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).
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).
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).
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).
2021. Hierarchical Recurrent Neural Networks for Conditional Melody Generation with Long-term Structure. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2102.09794.pdf (1015.73 KB)
2102.09794.pdf (1015.73 KB).
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).
2021. Musical stylometry: Characterisation of music. Multivariate Humanities.
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2021. ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data. ACM Multimedia.
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2021. Revisiting the Onsets and Frames Model with Additive Attention. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2104.06607.pdf (1.52 MB)
2104.06607.pdf (1.52 MB).
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).
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).
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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2020. Data-driven 3D Scene Understanding. PhD
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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).
2020. Generative Modelling for Controllable Audio Synthesis of Expressive Piano Performance. Workshop on Machine Learning for Music Discover (ML4MD) as part of ICML. 2006.09833.pdf (2.81 MB)
2006.09833.pdf (2.81 MB).
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).
2020. Music FaderNets: Controllable Music Generation Based On High-Level Features via Low-Level Feature Modelling. ISMIR. 2007.15474.pdf (2.67 MB)
2007.15474.pdf (2.67 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).
2020. PerceptionGAN: Real-world image construction from provided text through perceptual understanding. 4th Int. Conf. on Imaging, Vision and Pattern Recognition (IVPR), and 9th Int. Conf. on Informatics, Electronics & Vision (ICIEV). perceptionGAN-preprint.pdf (2.83 MB)
perceptionGAN-preprint.pdf (2.83 MB).
2020. Regression-based music emotion prediction using triplet neural networks. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2001.09988.pdf (777.31 KB)
2001.09988.pdf (777.31 KB).
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).
2020. Unsupervised disentanglement of pitch and timbre for isolated musical instrument sounds. Proceedings of the International Society of Music Information Retrieval (ISMIR).
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2020. A variational autoencoder for music generation controlled by tonal tension. Joint Conference on AI Music Creativity (CSMC + MuMe). 2010.06230.pdf (622.82 KB)
2010.06230.pdf (622.82 KB).
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).
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).
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).
2019. A Hybrid Fuzzy Logic-Neural Network Approach For Multi-path Separation Of Underwater Acoustic Signals. 89th IEEE Vehicular Technology Conference. fuzzy logic.pdf (1.66 MB)
fuzzy logic.pdf (1.66 MB).
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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2019. Latent space representation for multi-target speaker detection and identification with a sparse dataset using Triplet neural networks. IEEE Automatic Speech Recognition and Understanding Workshop (ASRU 2019). 1910.01463.pdf (934.76 KB)
1910.01463.pdf (934.76 KB).
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. 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).
2019. Midi Miner – A Python library for tonal tension and track classification. ISMIR - Late Breaking Demo. midi_miner.pdf (83.7 KB)
midi_miner.pdf (83.7 KB).
2019. Multimodal Deep Models for Predicting Affective Responses Evoked by Movies. The 2nd International Workshop on Computer Vision for Physiological Measurement as part of ICCV. Seoul, South Korea. 2019. 1909.06957.pdf (836.3 KB)
1909.06957.pdf (836.3 KB).
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).
2019. Towards emotion based music generation: A tonal tension model based on the spiral array. Proceedings of Cognitive Science (CogSci). CogSci_tension (1).pdf (610.91 KB)
CogSci_tension (1).pdf (610.91 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).
2018. Blacklisted speaker identification using triplet neural networks. MCE2018 competition. SUTD_description.pdf (133.08 KB)
SUTD_description.pdf (133.08 KB).
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).
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).
2018. Modeling temporal tonal relations in polyphonic music through deep networks with a novel image-based representation. The Thirty-Second AAAI Conference on Artificial Intelligence. preprint_lstm.pdf (741.28 KB)
preprint_lstm.pdf (741.28 KB).
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. 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).
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).
2018. Real-Time Binaural Auralization. ISTD. PhD NatalieAngus_PhD_Thesis_01Jul18.pdf (6.19 MB)
NatalieAngus_PhD_Thesis_01Jul18.pdf (6.19 MB).
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).
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).
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).
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).
2017. Hit Song Prediction Based on Early Adopter Data and Audio Features. The 18th International Society for Music Information Retrieval Conference (ISMIR) - Late Breaking Demo. paper_preprint_hit.pdf (221.73 KB)
paper_preprint_hit.pdf (221.73 KB).
2017. IMMA-Emo: A Multimodal Interface for Visualising Score- and Audio-synchronised Emotion Annotations. Audio Mostly. IMMA-emo_preprint.pdf (1.4 MB)
IMMA-emo_preprint.pdf (1.4 MB).
2017. Modeling Musical Context with Word2vec. First International Workshop On Deep Learning and Music. 1:11-18. herremans2017work2vec.pdf (745.8 KB)
herremans2017work2vec.pdf (745.8 KB).
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).
2017. A multi-modal platform for semantic music analysis: visualizing audio- and score-based tension. 11th International Conference on Semantic Computing IEEE ICSC 2017. paper_preprint.pdf (1.63 MB)
paper_preprint.pdf (1.63 MB).
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).
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).
2017. Visualizing the evolution of alternative hit charts. The 18th International Society for Music Information Retrieval Conference (ISMIR) - Late Breaking Demo. dh_visualiation_preprint.pdf (5.34 MB)
dh_visualiation_preprint.pdf (5.34 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).
2016. MorpheuS: Automatic music generation with recurrent pattern constraints and tension profiles. IEEE TENCON. paper_morpheus_dh_ieee.pdf (550.61 KB)
paper_morpheus_dh_ieee.pdf (550.61 KB).
2016. MorpheuS: constraining structure in automatic music generation. Dagstuhl seminar on Computational Music Structure Analysis. abstract_dagstuhl_dh.pdf (88.49 KB)
abstract_dagstuhl_dh.pdf (88.49 KB).
2016. Music generation with structural constraints: an operations research approach. 30th Annual Conference of the Belgian Operational Research (OR) Society (ORBEL30). :37-39. orbel30_dh.pdf (117.78 KB)
orbel30_dh.pdf (117.78 KB).
2016. Tension ribbons: Quantifying and visualising tonal tension. Second International Conference on Technologies for Music Notation and Representation (TENOR). 2:8-18. paper_tenor_dh_preprint_small.pdf (1.67 MB)
paper_tenor_dh_preprint_small.pdf (1.67 MB).
2016. Uma abordagem baseada em programação linear inteira para a geração de solos de guitarra. XLVIII Simpósio Brasileiro de Pesquisa Operacional (SBPO). sbpo_dh.pdf (346.61 KB)
sbpo_dh.pdf (346.61 KB)