Prediction using patient comparison vs. modeling: A case study for mortality prediction. - Mark Hoogendoorn; Ali el Hassouni; Kwongyen Mok; Marzyeh Ghassemi; Peter Szolovits (EMBC, 2016)

Using Generative Adversarial Networks to Develop a Realistic Human Behavior Simulator. - Ali el Hassouni; Mark Hoogendoorn; Vesa Muhonen (PRIMA, 2018)

Personalization of Health Interventions Using Cluster-Based Reinforcement Learning. - Ali el Hassouni; Mark Hoogendoorn; Martijn van Otterlo; Eduardo Barbaro (PRIMA, 2018)

End-to-end Personalization of Digital Health Interventions using Raw Sensor Data with Deep Reinforcement Learning. - Ali el Hassouni; Mark Hoogendoorn; A. E. Eiben; Martijn van Otterlo; Vesa Muhonen (WI, 2019)

Structural and Functional Representativity of GANs for Data Generation in Sequential Decision Making. - Ali el Hassouni; Mark Hoogendoorn; A. E. Eiben; Vesa Muhonen (LOD (1), 2020)

Generative Fourier-Based Auto-encoders: Preliminary Results. - Alessandro Zonta; Ali el Hassouni; David W. Romero; Jakub M. Tomczak (LOD (2), 2020)

Reinforcement learning for personalization: A systematic literature review. - Floris den Hengst; Eoin Martino Grua; Ali el Hassouni; Mark Hoogendoorn (Data Sci., 2020)

Release of the systematic literature review into Reinforcement Learning for personalization. - Floris den Hengst; Eoin Martino Grua; Ali el Hassouni; Mark Hoogendoorn (Zenodo, 2020)

pH-RL: A Personalization Architecture to Bring Reinforcement Learning to Health Practice. - Ali el Hassouni; Mark Hoogendoorn; Marketa Ciharova; Annet Kleiboer; Khadicha Amarti; Vesa Muhonen; Heleen Riper; A. E. Eiben (LOD, 2021)

Mixing Consistent Deep Clustering. - Daniel Lutscher; Ali el Hassouni; Maarten Stol; Mark Hoogendoorn (LOD, 2021)

Transatlantic transferability of a new reinforcement learning model for optimizing haemodynamic treatment for critically ill patients with sepsis. - Luca F. Roggeveen; Ali el Hassouni; Jonas Ahrendt; Tingjie Guo; Lucas M. Fleuren; Patrick Thoral; Armand R. J. Girbes; Mark Hoogendoorn; Paul W. G. Elbers (Artif. Intell. Medicine, 2021)