big data; labour demand; online job adverts; skills; word embeddings; machine learning

Garasto, Stef, Djumalieva, Jyldyz, Kanders, Karlis, Wilcock, Rachel and Sleeman, Cath (2021) Developing experimental estimates of regional skill demand. Discussion Paper. National Institute of Economic and Social Research, London.

generative models; dynamical systems; disentanglement; VAE; forecasting; system dynamics

Fotiadis, Stathi, Lino, Mario, Shunlong, Hu, Garasto, Stef, Cantwell, Chris D and Bharath, Anil A (2023) Disentangled generative models for robust prediction of system dynamics. In: Proceedings of the 40th International Conference on Machine Learning. ICML 2023, 202 . Proceedings of Machine Learning Research (PMLR), Honolulu, Hawaii, USA, pp. 10222-10248. ISSN 2640-3498