Spotivibes: Tagging Playlist Vibes with Colors. - Hiba Abderrazik; Giovan Angela; Hans Brouwer; Henky Janse; Sterre Lutz; Gwennan Smitskamp; Sandy Manolios; Cynthia C. S. Liem (IntRS@RecSys, 2019)

The influence of personal values on music taste: towards value-based music recommendations. - Sandy Manolios; Alan Hanjalic; Cynthia C. S. Liem (RecSys, 2019)

Beyond Explicit Reports: Comparing Data-Driven Approaches to Studying Underlying Dimensions of Music Preference. - Jaehun Kim; Andrew M. Demetriou; Sandy Manolios; Cynthia C. S. Liem (UMAP, 2019)

Butter Lyrics Over Hominy Grit: Comparing Audio and Psychology-Based Text Features in MIR Tasks. - Jaehun Kim; Andrew M. Demetriou; Sandy Manolios; Maria Stella Tavella; Cynthia C. S. Liem (ISMIR, 2020)

Registered Report : Perception of Other's Musical Preferences Based on Their Personal Values. - Sandy Manolios; Catholijn M. Jonker; Cynthia C. S. Liem (CoRR, 2023)

Towards Automated Personal Value Estimation in Song Lyrics. - Andrew M. Demetriou; Jaehun Kim; Sandy Manolios; Cynthia C. S. Liem (ISMIR, 2024)

Towards Estimating Personal Values in Song Lyrics. - Andrew M. Demetriou; Jaehun Kim; Sandy Manolios; Cynthia C. S. Liem (CoRR, 2024)