Dorien Herremans

Herremans' research on dance hit prediction, automatic piano fingering and AI automatic music generation systems (e.g. MorpheuS[6]) has received attention in the popular press, including international magazines such as Motherboard from Vice Magazine,^[7] Channel News Asia's Documentary 'Algorithms: Episode 1: Rage Against The Machine,^[8][9] The Examiner,^[10] Belgian national TV^[11] and Belgian and French national radio.^[12][13]

Selected publications

• Herremans D., Chuan C.H, Chew E. 2017. A Functional Taxonomy of Music Generation Systems. ACM Computing Surveys
• Dorien Herremans D., Martens D., Sörensen K. 2014. Dance Hit Song Prediction. Journal of New Music Research, Special Issue on Music and Machine Learning. 43:3. pp. 291-302
• Herremans, D., & Sörensen, K. (2013). Composing fifth species counterpoint music with a variable neighborhood search algorithm. Expert systems with applications, 40(16), 6427-6437
• Herremans, D., & Chew, E. (2017). MorpheuS: generating structured music with constrained patterns and tension. IEEE Transactions on Affective Computing
• Chuan, C. H., & Herremans, D. (2018, April). Modeling temporal tonal relations in polyphonic music through deep networks with a novel image-based representation. In Proc. of the thirty-second AAAI conference on artificial intelligence
• Lin, K. W. E., Balamurali, B. T., Koh, E., Lui, S., & Herremans, D. (2020). Singing voice separation using a deep convolutional neural network trained by ideal binary mask and cross entropy. Neural Computing and Applications, 32(4), 1037-1050
• Chuan, C. H., Agres, K., & Herremans, D. (2020). From context to concept: exploring semantic relationships in music with word2vec. Neural Computing and Applications, 32(4), 1023-1036
• Sturm, B. L., Ben-Tal, O., Monaghan, Ú., Collins, N., Herremans, D., Chew, E., ... & Pachet, F. (2019). Machine learning research that matters for music creation: A case study. Journal of New Music Research, 48(1), 36-55

References