Publications

Journal Articles

Cummins, N, Scherer, S., Krajewski, J., Schnieder, S., Epps, J., & and Quatieri, T.F., (2015) “A Review of Depression and Suicide Risk Assessment using Speech Analysis”, Speech Communication (In Press). 2015 [http://dx.doi.org/10.1016/j.specom.2015.03.004]

Cummins, N., Sethu, V., Epps, J., Schnieder, S., & Krajewski, J.,(2015) “Analysis of Acoustic Space Variability in Speech Affected by Depression” Speech Communication (under review).

Conference Papers

Cummins, N., Epps, J., Sethu, V., & Krajewski, J., (2015) “Weighted Pairwise Gaussian Likelihood Regression for Depression Score Prediction”, to appear in the Proceeding of IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2015. [Preprint]

Cummins, N., Sethu, V., Epps, J., & Krajewski, J., (2014) “Probabilistic Acoustic Volume Analysis for Speech Affected by Depression”, Proceedings of the 15th Annual Conference of the International Speech Communication Association (Interspeech), pp. 1238–1242.[Preprint]

Cummins, N., Epps, J., Sethu, V., & Krajewski, J. (2014) “Variability compensation in small data: Oversampled extraction of I-vectors for the classification of depressed speech”, Proceeding of IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2014. [Preprint]

Cummins, N., Epps, J., Sethu, V., Breakspear, M., & Goecke, R. (2013) “Modeling Spectral Variability for the Classification of Depressed Speech”, Proceedings of the 14th Annual Conference of the International Speech Communication Association (Interspeech), Lyon, France. [Preprint]

Cummins, N., Joshi, J., Dhall, A., Sethu, V., Goecke, R., and Epps, J., (2013) “Diagnosis of Depression by Behavioural Signals: A Multimodal Approach”, Proceedings of ACM Multimedia-2013. [Preprint] [http://dx.doi.org/10.1145/2512530.2512535]

Cummins, N., Epps, J., Ambikairajah, E (2013) “Spectro-Temporal Analysis of Speech Affected by Depression and Psychomotor Retardation”,Proceeding of IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2013, pp. 7542-7546. [Preprint] [http://dx.doi.org/10.1109/ICASSP.2013.6639129]

Cummins, N., Epps, J.,Kua, J.M.K. (2012) “A Comparison of Classification Paradigms for Speaker Likeability Determination”, Proceedings of the 13th Annual Conference of the International Speech Communication Association (Interspeech), Portland, U.S.A. [Preprint]

Cummins, N., Epps, J., Breakspear, M., & Goecke, R. (2011) “An Investigation of Depressed Speech Detection: Features and Normalization”, Proceedings of the 12th Annual Conference of the International Speech Communication Association (Interspeech), Florence, Italy. [Preprint]