TY - JOUR AU - Halfin, A. PY - 2007 DA - 2007// TI - Depression: the benefits of early and appropriate treatment JO - Am. J. Manage Care VL - 13 ID - Halfin2007 ER - TY - STD TI - Depression and other common mental disorders: global health estimates. Geneva World Health Organ., 13 (2017). ID - ref2 ER - TY - CHAP AU - Valstar, M. AU - Gratch, J. AU - Schuller, B. AU - Ringeval, F. AU - Lalanne, D. AU - Torres Torres, M. AU - Scherer, S. AU - Stratou, G. AU - Cowie, R. AU - Pantic, M. PY - 2016 DA - 2016// TI - Avec 2016: Depression, mood, and emotion recognition workshop and challenge BT - Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/2988257.2988258 DO - 10.1145/2988257.2988258 ID - Valstar2016 ER - TY - JOUR AU - Mundt, J. C. AU - Vogel, A. P. AU - Feltner, D. E. AU - Lenderking, W. R. PY - 2012 DA - 2012// TI - Vocal acoustic biomarkers of depression severity and treatment response JO - Biol. Psychiatry VL - 72 UR - https://doi.org/10.1016/j.biopsych.2012.03.015 DO - 10.1016/j.biopsych.2012.03.015 ID - Mundt2012 ER - TY - JOUR AU - France, D. J. AU - Shiavi, R. G. AU - Silverman, S. AU - Silverman, M. AU - Wilkes, M. PY - 2000 DA - 2000// TI - Acoustical properties of speech as indicators of depression and suicidal risk JO - IEEE Trans. Biomed. Eng. VL - 47 UR - https://doi.org/10.1109/10.846676 DO - 10.1109/10.846676 ID - France2000 ER - TY - CHAP AU - Stasak, B. AU - Epps, J. AU - Goecke, R. PY - 2017 DA - 2017// TI - Elicitation design for acoustic depression classification: an investigation of articulation effort, linguistic complexity, and word affect BT - Proc. Interspeech 2017 PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2017-1223 DO - 10.21437/Interspeech.2017-1223 ID - Stasak2017 ER - TY - JOUR AU - Cummins, N. AU - Scherer, S. AU - Krajewski, J. AU - Schnieder, S. AU - Epps, J. AU - Quatieri, T. F. PY - 2015 DA - 2015// TI - A review of depression and suicide risk assessment using speech analysis JO - Speech Comm. VL - 71 UR - https://doi.org/10.1016/j.specom.2015.03.004 DO - 10.1016/j.specom.2015.03.004 ID - Cummins2015 ER - TY - JOUR AU - Or, F. AU - Torous, J. AU - Onnela, J. -. P. PY - 2017 DA - 2017// TI - High potential but limited evidence: using voice data from smartphones to monitor and diagnose mood disorders JO - Psychiatr. Rehabil. J. VL - 40 UR - https://doi.org/10.1037/prj0000279 DO - 10.1037/prj0000279 ID - Or2017 ER - TY - CHAP AU - Simantiraki, O. AU - Charonyktakis, P. AU - Pampouchidou, A. AU - Tsiknakis, M. AU - Cooke, M. PY - 2017 DA - 2017// TI - Glottal source features for automatic speech-based depression assessment BT - Proc. Interspeech 2017 PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2017-1251 DO - 10.21437/Interspeech.2017-1251 ID - Simantiraki2017 ER - TY - CHAP AU - Helfer, B. S. AU - Quatieri, T. F. AU - Williamson, J. R. AU - Mehta, D. D. AU - Horwitz, R. AU - Yu, B. PY - 2013 DA - 2013// TI - Classification of depression state based on articulatory precision BT - Interspeech PB - International Speech Communication Association CY - France ID - Helfer2013 ER - TY - CHAP AU - Cummins, N. AU - Sethu, V. AU - Epps, J. AU - Krajewski, J. PY - 2014 DA - 2014// TI - Probabilistic acoustic volume analysis for speech affected by depression BT - Interspeech PB - International Speech Communication Association CY - France ID - Cummins2014 ER - TY - CHAP AU - Vlasenko, B. AU - Sagha, H. AU - Cummins, N. AU - Schuller, B. PY - 2017 DA - 2017// TI - Implementing gender-dependent vowel-level analysis for boosting speech-based depression recognition BT - Proc. Interspeech 2017 PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2017-887 DO - 10.21437/Interspeech.2017-887 ID - Vlasenko2017 ER - TY - STD TI - A. Afshan, J. Guo, S. J. Park, V. Ravi, J. Flint, A. Alwan. Effectiveness of voice quality features in detecting depression (International Speech Communication AssociationFrance, 2018), pp. 1676–1680. ID - ref13 ER - TY - CHAP AU - Ringeval, F. AU - Schuller, B. AU - Valstar, M. AU - Cummins, N. AU - Cowie, R. AU - Tavabi, L. AU - Schmitt, M. AU - Alisamir, S. AU - Amiriparian, S. AU - Messner, E. -. M. PY - 2019 DA - 2019// TI - Avec 2019 workshop and challenge: state-of-mind, detecting depression with ai, and cross-cultural affect recognition BT - Proceedings of the 9th International on Audio/Visual Emotion Challenge and Workshop PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/3347320.3357688 DO - 10.1145/3347320.3357688 ID - Ringeval2019 ER - TY - JOUR AU - Eyben, F. AU - Scherer, K. R. AU - Schuller, B. W. AU - Sundberg, J. AU - André, E. AU - Busso, C. AU - Devillers, L. Y. AU - Epps, J. AU - Laukka, P. AU - Narayanan, S. S. PY - 2016 DA - 2016// TI - The geneva minimalistic acoustic parameter set (gemaps) for voice research and affective computing JO - IEEE Trans. Affect. Comput. VL - 7 UR - https://doi.org/10.1109/TAFFC.2015.2457417 DO - 10.1109/TAFFC.2015.2457417 ID - Eyben2016 ER - TY - CHAP AU - Schmitt, M. AU - Ringeval, F. AU - Schuller, B. W. PY - 2016 DA - 2016// TI - At the border of acoustics and linguistics: Bag-of-audio-words for the recognition of emotions in speech BT - Interspeech PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2016-1124 DO - 10.21437/Interspeech.2016-1124 ID - Schmitt2016 ER - TY - CHAP AU - Ringeval, F. AU - Schuller, B. AU - Valstar, M. AU - Cowie, R. AU - Kaya, H. AU - Schmitt, M. AU - Amiriparian, S. AU - Cummins, N. AU - Lalanne, D. AU - Michaud, A. PY - 2018 DA - 2018// TI - Avec 2018 workshop and challenge: bipolar disorder and cross-cultural affect recognition BT - Proceedings of the 2018 on Audio/visual Emotion Challenge and Workshop PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/3266302.3266316 DO - 10.1145/3266302.3266316 ID - Ringeval2018 ER - TY - CHAP AU - Amiriparian, S. AU - Gerczuk, M. AU - Ottl, S. AU - Cummins, N. AU - Freitag, M. AU - Pugachevskiy, S. AU - Baird, A. AU - Schuller, B. W. PY - 2017 DA - 2017// TI - Snore sound classification using image-based deep spectrum features. vol. 434 BT - INTERSPEECH PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2017-434 DO - 10.21437/Interspeech.2017-434 ID - Amiriparian2017 ER - TY - CHAP AU - Cohn, J. F. AU - Kruez, T. S. AU - Matthews, I. AU - Yang, Y. AU - Nguyen, M. H. AU - Padilla, M. T. AU - Zhou, F. AU - De la Torre, F. PY - 2009 DA - 2009// TI - Detecting depression from facial actions and vocal prosody BT - Affective Computing and Intelligent Interaction and Workshops, 2009. ACII 2009. 3rd International Conference On PB - IEEE Computer Society CY - Los Alamitos ID - Cohn2009 ER - TY - JOUR AU - Kächele, M. AU - Glodek, M. AU - Zharkov, D. AU - Meudt, S. AU - Schwenker, F. PY - 2014 DA - 2014// TI - Fusion of audio-visual features using hierarchical classifier systems for the recognition of affective states and the state of depression JO - Depression VL - 1 ID - Kächele2014 ER - TY - CHAP AU - Jain, V. AU - Crowley, J. L. AU - Dey, A. K. AU - Lux, A. PY - 2014 DA - 2014// TI - Depression estimation using audiovisual features and fisher vector encoding BT - Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York ID - Jain2014 ER - TY - CHAP AU - Gupta, R. AU - Narayanan, S. S. PY - 2016 DA - 2016// TI - Predicting affective dimensions based on self assessed depression severity BT - INTERSPEECH PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2016-187 DO - 10.21437/Interspeech.2016-187 ID - Gupta2016 ER - TY - CHAP AU - Gupta, R. AU - Sahu, S. AU - Espy-Wilson, C. AU - Narayanan, S. S. PY - 2017 DA - 2017// TI - An affect prediction approach through depression severity parameter incorporation in neural networks BT - Proc. Interspeech 2017 PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2017-120 DO - 10.21437/Interspeech.2017-120 ID - Gupta2017 ER - TY - CHAP AU - Williamson, J. R. AU - Quatieri, T. F. AU - Helfer, B. S. AU - Ciccarelli, G. AU - Mehta, D. D. PY - 2014 DA - 2014// TI - Vocal and facial biomarkers of depression based on motor incoordination and timing BT - Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York ID - Williamson2014 ER - TY - JOUR AU - Li, B. -. Q. AU - Hu, L. -. L. AU - Chen, L. AU - Feng, K. -. Y. AU - Cai, Y. -. D. AU - Chou, K. -. C. PY - 2012 DA - 2012// TI - Prediction of protein domain with MRMR feature selection and analysis JO - PLoS ONE VL - 7 UR - https://doi.org/10.1371/journal.pone.0039308 DO - 10.1371/journal.pone.0039308 ID - Li2012 ER - TY - JOUR AU - Cai, Y. AU - Huang, T. AU - Hu, L. AU - Shi, X. AU - Xie, L. AU - Li, Y. PY - 2012 DA - 2012// TI - Prediction of lysine ubiquitination with MRMR feature selection and analysis JO - Amino Acids VL - 42 UR - https://doi.org/10.1007/s00726-011-0835-0 DO - 10.1007/s00726-011-0835-0 ID - Cai2012 ER - TY - JOUR AU - Pal, M. AU - Foody, G. M. PY - 2010 DA - 2010// TI - Feature selection for classification of hyperspectral data by SVM JO - IEEE Trans. Geosci. Remote Sens. VL - 48 UR - https://doi.org/10.1109/TGRS.2009.2039484 DO - 10.1109/TGRS.2009.2039484 ID - Pal2010 ER - TY - CHAP AU - Gong, Y. AU - Poellabauer, C. PY - 2017 DA - 2017// TI - Topic modeling based multi-modal depression detection BT - Proceedings of the 7th Annual Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/3133944.3133945 DO - 10.1145/3133944.3133945 ID - Gong2017 ER - TY - STD TI - M. A. Hall, Correlation-based feature subset selection for machine learning. Thesis submitted in partial fulfillment of the requirements of the degree of Doctor of Philosophy at the University of Waikato (1998). ID - ref29 ER - TY - CHAP AU - Alghowinem, S. AU - Goecke, R. AU - Epps, J. AU - Wagner, M. AU - Cohn, J. PY - 2016 DA - 2016// TI - Cross-cultural depression recognition from vocal biomarkers BT - Interspeech 2016 PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2016-1339 DO - 10.21437/Interspeech.2016-1339 ID - Alghowinem2016 ER - TY - JOUR AU - Eyben, F. AU - Scherer, K. R. AU - Schuller, B. W. AU - Sundberg, J. AU - André, E. AU - Busso, C. AU - Devillers, L. Y. AU - Epps, J. AU - Laukka, P. AU - Narayanan, S. S. PY - 2015 DA - 2015// TI - The geneva minimalistic acoustic parameter set (gemaps) for voice research and affective computing JO - IEEE Trans. Affect. Comput. VL - 7 UR - https://doi.org/10.1109/TAFFC.2015.2457417 DO - 10.1109/TAFFC.2015.2457417 ID - Eyben2015 ER - TY - CHAP AU - Gupta, R. AU - Malandrakis, N. AU - Xiao, B. AU - Guha, T. AU - Van Segbroeck, M. AU - Black, M. AU - Potamianos, A. AU - Narayanan, S. PY - 2014 DA - 2014// TI - Multimodal prediction of affective dimensions and depression in human-computer interactions BT - Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York ID - Gupta2014 ER - TY - STD TI - M. R. Morales, R. Levitan, in Spoken Language Technology Workshop (SLT), 2016 IEEE. Speech vs. text: a comparative analysis of features for depression detection systems (IEEE, 2016), pp. 136–143. ID - ref33 ER - TY - CHAP AU - Scherer, S. AU - Stratou, G. AU - Gratch, J. AU - Morency, L. -. P. PY - 2013 DA - 2013// TI - Investigating voice quality as a speaker-independent indicator of depression and PTSD BT - Interspeech PB - International Speech Communication Association CY - France ID - Scherer2013 ER - TY - CHAP AU - Williamson, J. R. AU - Godoy, E. AU - Cha, M. AU - Schwarzentruber, A. AU - Khorrami, P. AU - Gwon, Y. AU - Kung, H. -. T. AU - Dagli, C. AU - Quatieri, T. F. PY - 2016 DA - 2016// TI - Detecting depression using vocal, facial and semantic communication cues BT - Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/2988257.2988263 DO - 10.1145/2988257.2988263 ID - Williamson2016 ER - TY - JOUR AU - Rathner, E. -. M. AU - Djamali, J. AU - Terhorst, Y. AU - Schuller, B. AU - Cummins, N. AU - Salamon, G. AU - Hunger-Schoppe, C. AU - Baumeister, H. PY - 2018 DA - 2018// TI - How did you like 2017? detection of language markers of depression and narcissism in personal narratives JO - Future VL - 1 ID - Rathner2018 ER - TY - CHAP AU - Al Hanai, T. AU - Ghassemi, M. M. AU - Glass, J. R. PY - 2018 DA - 2018// TI - Detecting Depression with Audio/Text Sequence Modeling of Interviews BT - Interspeech PB - International Speech Communication Association CY - France UR - https://doi.org/10.21437/Interspeech.2018-2522 DO - 10.21437/Interspeech.2018-2522 ID - Al Hanai2018 ER - TY - CHAP AU - Yang, L. AU - Sahli, H. AU - Xia, X. AU - Pei, E. AU - Oveneke, M. C. AU - Jiang, D. PY - 2017 DA - 2017// TI - Hybrid depression classification and estimation from audio video and text information BT - Proceedings of the 7th Annual Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/3133944.3133950 DO - 10.1145/3133944.3133950 ID - Yang2017 ER - TY - CHAP AU - Rodrigues Makiuchi, M. AU - Warnita, T. AU - Uto, K. AU - Shinoda, K. PY - 2019 DA - 2019// TI - Multimodal fusion of bert-CNN and gated CNN representations for depression detection BT - Proceedings of the 9th International on Audio/Visual Emotion Challenge and Workshop PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/3347320.3357694 DO - 10.1145/3347320.3357694 ID - Rodrigues Makiuchi2019 ER - TY - STD TI - V. Mitra, E. Shriberg, D. Vergyri, B. Knoth, R. M. Salomon, in Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference On. Cross-corpus depression prediction from speech (IEEE, 2015), pp. 4769–4773. ID - ref40 ER - TY - STD TI - J. Novikova, A. Balagopalan, in QinAI Workshop at NeurIPS. On Speech Datasets in Machine Learning for Healthcare (Vancouver, 2019). ID - ref41 ER - TY - JOUR AU - Beck, A. T. AU - Steer, R. A. AU - Brown, G. K. PY - 1996 DA - 1996// TI - Beck depression inventory-ii JO - San Antonio VL - 78 ID - Beck1996 ER - TY - CHAP AU - Valstar, M. AU - Schuller, B. AU - Smith, K. AU - Almaev, T. AU - Eyben, F. AU - Krajewski, J. AU - Cowie, R. AU - Pantic, M. PY - 2014 DA - 2014// TI - Avec 2014: 3D dimensional affect and depression recognition challenge BT - Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York ID - Valstar2014 ER - TY - STD TI - J. Gratch, R. Artstein, G. M. Lucas, G. Stratou, S. Scherer, A. Nazarian, R. Wood, J. Boberg, D. DeVault, S. Marsella, et al, in LREC. The distress analysis interview corpus of human and computer interviews (European Language Resources Association (ELRA), 2014), pp. 3123–3128. ID - ref44 ER - TY - JOUR AU - Kroenke, K. AU - Strine, T. W. AU - Spitzer, R. L. AU - Williams, J. B. AU - Berry, J. T. AU - Mokdad, A. H. PY - 2009 DA - 2009// TI - The phq-8 as a measure of current depression in the general population JO - J. Affect. Disord. VL - 114 UR - https://doi.org/10.1016/j.jad.2008.06.026 DO - 10.1016/j.jad.2008.06.026 ID - Kroenke2009 ER - TY - JOUR AU - Smarr, K. L. AU - Keefer, A. L. PY - 2011 DA - 2011// TI - Measures of depression and depressive symptoms: beck depression inventory-ii (bdi-ii), center for epidemiologic studies depression scale (ces-d), geriatric depression scale (gds), hospital anxiety and depression scale (hads), and patient health questionnaire-9 (phq-9) JO - Arthritis Care Res. VL - 63 UR - https://doi.org/10.1002/acr.20556 DO - 10.1002/acr.20556 ID - Smarr2011 ER - TY - JOUR AU - Kung, S. AU - Alarcon, R. D. AU - Williams, M. D. AU - Poppe, K. A. AU - Moore, M. J. AU - Frye, M. A. PY - 2013 DA - 2013// TI - Comparing the beck depression inventory-ii (bdi-ii) and patient health questionnaire (phq-9) depression measures in an integrated mood disorders practice JO - J. Affect. Disord. VL - 145 UR - https://doi.org/10.1016/j.jad.2012.08.017 DO - 10.1016/j.jad.2012.08.017 ID - Kung2013 ER - TY - JOUR AU - Kroenke, K. AU - Spitzer, R. L. AU - Williams, J. B. PY - 2001 DA - 2001// TI - The phq-9: validity of a brief depression severity measure JO - J. Gen. Intern. Med. VL - 16 UR - https://doi.org/10.1046/j.1525-1497.2001.016009606.x DO - 10.1046/j.1525-1497.2001.016009606.x ID - Kroenke2001 ER - TY - CHAP AU - Eyben, F. AU - Wöllmer, M. AU - Schuller, B. PY - 2010 DA - 2010// TI - Opensmile: the munich versatile and fast open-source audio feature extractor BT - Proceedings of the 18th ACM International Conference on Multimedia PB - Association for Computing Machinery CY - New York ID - Eyben2010 ER - TY - JOUR AU - Ding, C. AU - Peng, H. PY - 2005 DA - 2005// TI - Minimum redundancy feature selection from microarray gene expression data JO - J. Bioinforma. Comput. Biol. VL - 3 UR - https://doi.org/10.1142/S0219720005001004 DO - 10.1142/S0219720005001004 ID - Ding2005 ER - TY - CHAP AU - Valstar, M. AU - Schuller, B. AU - Smith, K. AU - Eyben, F. AU - Jiang, B. AU - Bilakhia, S. AU - Schnieder, S. AU - Cowie, R. AU - Pantic, M. PY - 2013 DA - 2013// TI - Avec 2013: the continuous audio/visual emotion and depression recognition challenge BT - Proceedings of the 3rd ACM International Workshop on Audio/visual Emotion Challenge PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/2512530.2512533 DO - 10.1145/2512530.2512533 ID - Valstar2013 ER - TY - CHAP AU - Ringeval, F. AU - Schuller, B. AU - Valstar, M. AU - Gratch, J. AU - Cowie, R. AU - Scherer, S. AU - Mozgai, S. AU - Cummins, N. AU - Schmitt, M. AU - Pantic, M. PY - 2017 DA - 2017// TI - Avec 2017: real-life depression, and affect recognition workshop and challenge BT - Proceedings of the 7th Annual Workshop on Audio/Visual Emotion Challenge PB - Association for Computing Machinery CY - New York UR - https://doi.org/10.1145/3133944.3133953 DO - 10.1145/3133944.3133953 ID - Ringeval2017 ER -