Dorien Herremans
Researcher ORCID ID = 0000-0001-8607-1640
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Computer Science
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(Suggest an Edit or Addition)According to Wikipedia, Dorien Herremans is a Belgian computer music researcher. Herremans is currently an assistant professor in the Singapore University of Technology and Design, and research scientist at the Institute of High Performance Computing, A*STAR. She also works as a certified instructor for the NVIDIA Deep Learning Institute and is director of SUTD Game Lab. Before going to SUTD, she was a recipient of the Marie Sklodowska-Curie Postdoctoral Fellowship at the Centre for Digital Music at Queen Mary University of London, where she worked on the project MorpheuS: Hybrid Machine Learning – Optimization techniques To Generate Structured Music Through Morphing And Fusion. She received her Ph.D. in Applied Economics on the topic of Computer Generation and Classification of Music through Operations Research Methods. She graduated as a commercial engineer in management information systems at the [University of Antwerp] in 2005. After that, she worked as a Drupal consultant and was an IT lecturer at the Les Roches University in Bluche, Switzerland. She also worked as a mandaatassistent at the University of Antwerp, in the domain of operations management, supply chain management and operations research.
Dorien Herremans's Published Works
Published Works
- A Functional Taxonomy of Music Generation Systems (2017) (96)
- Machine learning research that matters for music creation: A case study (2018) (62)
- MorpheuS: Generating Structured Music with Constrained Patterns and Tension (2018) (59)
- Dance Hit Song Prediction (2014) (53)
- Tension ribbons: Quantifying and visualising tonal tension. (2016) (46)
- nnAudio: An on-the-Fly GPU Audio to Spectrogram Conversion Toolbox Using 1D Convolutional Neural Networks (2019) (45)
- Composing fifth species counterpoint music with a variable neighborhood search algorithm (2013) (41)
- Generating structured music for bagana using quality metrics based on Markov models (2015) (38)
- Music FaderNets: Controllable Music Generation Based On High-Level Features via Low-Level Feature Modelling (2020) (36)
- Toward Robust Audio Spoofing Detection: A Detailed Comparison of Traditional and Learned Features (2019) (33)
- Modeling Temporal Tonal Relations in Polyphonic Music Through Deep Networks With a Novel Image-Based Representation (2018) (32)
- Composing first species counterpoint with a variable neighbourhood search algorithm (2012) (31)
- From context to concept: exploring semantic relationships in music with word2vec (2018) (31)
- Learning Disentangled Representations of Timbre and Pitch for Musical Instrument Sounds Using Gaussian Mixture Variational Autoencoders (2019) (30)
- MorpheuS: automatic music generation with recurrent pattern constraints and tension profiles (2016) (30)
- Singing voice separation using a deep convolutional neural network trained by ideal binary mask and cross entropy (2018) (26)
- Modeling Musical Context with Word2vec (2017) (25)
- Singing Voice Conversion with Disentangled Representations of Singer and Vocal Technique Using Variational Autoencoders (2019) (25)
- Development of Machine Learning for Asthmatic and Healthy Voluntary Cough Sounds: A Proof of Concept Study (2019) (24)
- HEAR: Holistic Evaluation of Audio Representations (2022) (22)
- A variable neighborhood search algorithm to generate piano fingerings for polyphonic sheet music (2017) (21)
- Music, Computing, and Health: A Roadmap for the Current and Future Roles of Music Technology for Health Care and Well-Being (2021) (19)
- Classification and Generation of Composer-Specific Music Using Global Feature Models and Variable Neighborhood Search (2015) (19)
- Composer Classification Models for Music-Theory Building (2016) (18)
- Regression-based Music Emotion Prediction using Triplet Neural Networks (2020) (17)
- The emergence of deep learning: new opportunities for music and audio technologies (2020) (14)
- FuX, an Android app that generates counterpoint (2013) (13)
- Harmonic Structure Predicts the Enjoyment of Uplifting Trance Music (2017) (12)
- Revisiting the Onsets and Frames Model with Additive Attention (2021) (12)
- Multimodal Deep Models for Predicting Affective Responses Evoked by Movies (2019) (12)
- Generating Lead Sheets with Affect: A Novel Conditional seq2seq Framework (2021) (12)
- The Impact of Audio Input Representations on Neural Network based Music Transcription (2020) (12)
- Sampling the extrema from statistical models of music with variable neighbourhood search (2014) (11)
- ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data (2021) (11)
- Music and motion-detection: A game prototype for rehabilitation and strengthening in the elderly (2017) (10)
- A Multi-modal Platform for Semantic Music Analysis: Visualizing Audio-and Score-Based Tension (2017) (10)
- The Effect of Spectrogram Reconstruction on Automatic Music Transcription: An Alternative Approach to Improve Transcription Accuracy (2020) (10)
- Unsupervised Disentanglement of Pitch and Timbre for Isolated Musical Instrument Sounds (2020) (10)
- HEAR 2021: Holistic Evaluation of Audio Representations (2022) (9)
- Evaluating the Effectiveness of an Augmented Reality Game Promoting Environmental Action (2021) (9)
- A variational autoencoder for music generation controlled by tonal tension (2020) (9)
- Hierarchical Recurrent Neural Networks for Conditional Melody Generation with Long-term Structure (2021) (9)
- Modeling Musical Context Using Word 2 vec (2017) (8)
- Generating Fingerings for Polyphonic Piano Music with a Tabu Search Algorithm (2015) (7)
- IMMA-Emo: A Multimodal Interface for Visualising Score- and Audio-synchronised Emotion Annotations (2017) (6)
- Generating guitar solos by integer programming (2018) (6)
- MusIAC: An extensible generative framework for Music Infilling Applications with multi-level Control (2022) (6)
- AttendAffectNet–Emotion Prediction of Movie Viewers Using Multimodal Fusion with Self-Attention (2021) (5)
- Composing Fifth Species Counterpoint Music With Variable Neighborhood Search (2012) (5)
- Latent Space Representation for Multi-Target Speaker Detection and Identification with a Sparse Dataset Using Triplet Neural Networks (2019) (5)
- AttendAffectNet: Self-Attention based Networks for Predicting Affective Responses from Movies (2020) (5)
- Midi Miner - A Python library for tonal tension and track classification (2019) (4)
- Underwater Acoustic Communication Receiver Using Deep Belief Network (2021) (4)
- A novel music-based game with motion capture to support cognitive and motor function in the elderly (2019) (4)
- DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability (2022) (4)
- A multimodal model with Twitter FinBERT embeddings for extreme price movement prediction of Bitcoin (2022) (3)
- The Effect of Repetitive Structure on Enjoyment in Uplifting Trance Music (2016) (3)
- Compose ≡ compute - Computer generation and classification of music through operations research methods (2015) (3)
- Jointist: Joint Learning for Multi-instrument Transcription and Its Applications (2022) (3)
- Perceptual evaluation of measures of spectral variance. (2018) (3)
- Conditional Drums Generation using Compound Word Representations (2022) (3)
- nnAUDIO: A PYTORCH AUDIO PROCESSING TOOL USING 1D CONVOLUTION NEURAL NETWORKS (2019) (3)
- Minimally Simple Binaural Room Modeling Using a Single Feedback Delay Network (2018) (3)
- aiSTROM–A Roadmap for Developing a Successful AI Strategy (2021) (3)
- Acoustic prediction of flowrate: varying liquid jet stream onto a free surface (2020) (3)
- A Domain-Knowledge-Inspired Music Embedding Space and a Novel Attention Mechanism for Symbolic Music Modeling (2022) (3)
- MERP: A Music Dataset with Emotion Ratings and Raters’ Profile Information (2022) (2)
- EmoMV: Affective music-video correspondence learning datasets for classification and retrieval (2022) (2)
- Predicting emotion from music videos: exploring the relative contribution of visual and auditory information to affective responses (2022) (2)
- Proceedings of the First International Workshop on Deep Learning and Music (2017) (2)
- Generative Modelling for Controllable Audio Synthesis of Expressive Piano Performance (2020) (2)
- A variable neighbourhood search algorithm to generate first species counterpoint musical scores (2011) (2)
- Singing voice separation using a deep convolutional neural network trained by ideal binary mask and cross entropy (2018) (2)
- Dance Hit Song Science (2013) (1)
- Doppler Invariant Demodulation for Shallow Water Acoustic Communications Using Deep Belief Networks (2019) (1)
- BLACKLISTED SPEAKER IDENTIFICATION USING TRIPLET NEURAL NETWORKS (2018) (1)
- The Structure of Chord Progressions Influences Listeners ’ Enjoyment and Absorptive States in EDM (2018) (1)
- Drupal 6: Ultimate Community Site Guide (2010) (1)
- Towards emotion based music generation: A tonal tension model based on the spiral array (2019) (1)
- PerceptionGAN: Real-world Image Construction from Provided Text through Perceptual Understanding (2020) (1)
- Looking into the minds of Bach, Haydn and Beethoven: Classification and generation of composer-specific music (2014) (1)
- Music generation with structural constraints : an operations research approach ∗ (2016) (1)
- From context to concept: exploring semantic relationships in music with word2vec (2018) (0)
- Untangling indices of emotion in music using neural networks (2019) (0)
- 34 34 (2017) (0)
- SNIPER Training: Variable Sparsity Rate Training For Text-To-Speech (2022) (0)
- The impact of musical structure on enjoyment and absorptive listening states in trance music (2019) (0)
- MusicXML parser Tension model Optimization algorithm Pattern detection algorithm MIDI converter Yes MusicXML file : Template piece MusicXML file : output piece Manual tension profile input Manual tension input ? (2018) (0)
- Generating structured music using quality metrics based on Markov models (2014) (0)
- A Hybrid Fuzzy Logic-Neural Network Approach for Multi-Path Separation of Underwater Acoustic Signals (2019) (0)
- Learning Accent Representation with Multi-Level VAE Towards Controllable Speech Synthesis (2023) (0)
- Understanding Audio Features via Trainable Basis Functions (2022) (0)
- Generating Music With An Optimization Algorithm Using A Markov Based Objective Function (2015) (0)
- Downscaling using Deep Convolutional Autoencoders, a case study for South East Asia (2022) (0)
- A Tabu Search Algorithm to Generate Piano Fingerings for Polyphonic Sheet Music (2015) (0)
- A Novel Interface for the Graphical Analysis of Music Practice Behaviors (2018) (0)
- VISUALIZING THE EVOLUTION OF ALTERNATIVE HIT CHARTS (2017) (0)
- Jointist: Simultaneous Improvement of Multi-instrument Transcription and Music Source Separation via Joint Training (2023) (0)
- First species counterpoint music generation with VNS and vertical viewpoints (2013) (0)
- Composing counterpoint musical scores with variable neighborhood search (2011) (0)
- First species counterpoint generation with VNS and vertical viewpoints (2013) (0)
- A dataset and classification model for Malay, Hindi, Tamil and Chinese music (2020) (0)
- The emergence of deep learning: new opportunities for music and audio technologies (2019) (0)
- Markov Based Quality Metrics For Generating Structured Music With Optimization Techniques (2014) (0)
- About This Issue (2015) (0)
- Accented Text-to-Speech Synthesis with a Conditional Variational Autoencoder (2022) (0)
- Single Image Video Prediction with Auto-Regressive GANs (2022) (0)
- Compose$$\equiv $$≡compute (2015) (0)
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