Mining Mental States using Music Associations. - Rajat Agarwal; Ravinder Singh; Suvi Saarikallio; Katrina McFerran; Vinoo Alluri (SMM, 2019)

Tag2Risk: Harnessing Social Music Tags for Characterizing Depression Risk. - Aayush Surana; Yash Goyal; Manish Shrivastava 001; Suvi Saarikallio; Vinoo Alluri (ISMIR, 2020)