| 2024 | ER | Integrative Ontology of Bipolar Disorder (OBD): Advancing Bipolar Disorder Research Through an Interoperable Ontological Framework. | Yujia Tian, Yongqun He, Rachel L. Richesson, Melvin G. McInnis |
| 2023 | Interspeech | Capturing Mismatch between Textual and Acoustic Emotion Expressions for Mood Identification in Bipolar Disorder. | Minxue Niu, Amrit Romana, Mimansa Jaiswal, Melvin G. McInnis, Emily Mower Provost |
| 2019 | ICASSP | Trainable Time Warping: Aligning Time-series in the Continuous-time Domain. | Soheil Khorram, Melvin G. McInnis, Emily Mower Provost |
| 2019 | Interspeech | Identifying Mood Episodes Using Dialogue Features from Clinical Interviews. | Zakaria Aldeneh, Mimansa Jaiswal, Michael Picheny, Melvin G. McInnis, Emily Mower Provost |
| 2019 | Interspeech | Emotion Recognition from Natural Phone Conversations in Individuals with and without Recent Suicidal Ideation. | John Gideon, Heather T. Schatten, Melvin G. McInnis, Emily Mower Provost |
| 2019 | Interspeech | Into the Wild: Transitioning from Recognizing Mood in Clinical Interactions to Personal Conversations for Individuals with Bipolar Disorder. | Katie Matton, Melvin G. McInnis, Emily Mower Provost |
| 2018 | Interspeech | The PRIORI Emotion Dataset: Linking Mood to Emotion Detected In-the-Wild. | Soheil Khorram, Mimansa Jaiswal, John Gideon, Melvin G. McInnis, Emily Mower Provost |
| 2017 | Interspeech | Capturing Long-Term Temporal Dependencies with Convolutional Networks for Continuous Emotion Recognition. | Soheil Khorram, Zakaria Aldeneh, Dimitrios Dimitriadis, Melvin G. McInnis, Emily Mower Provost |
| 2016 | ICASSP | Mood state prediction from speech of varying acoustic quality for individuals with bipolar disorder. | John Gideon, Emily Mower Provost, Melvin G. McInnis |
| 2016 | Interspeech | Recognition of Depression in Bipolar Disorder: Leveraging Cohort and Person-Specific Knowledge. | Soheil Khorram, John Gideon, Melvin G. McInnis, Emily Mower Provost |
| 2014 | ICASSP | Ecologically valid long-term mood monitoring of individuals with bipolar disorder using speech. | Zahi N. Karam, Emily Mower Provost, Satinder Singh, Jennifer Montgomery, Christopher Archer, Gloria Harrington, Melvin G. McInnis |