Publications

DeepScreen: Boosting Depression Screening Performance with an Auxiliary Task

2023 IEEE International Conference on Big Data (BigData)
Ricardo Flores, Avantika Shrestha, and Elke Rundensteiner
Publisher's website

Multi-Task Learning Using Facial Features for Mental Health Screening

2023 IEEE International Conference on Big Data (BigData)
Ricardo Flores, Avantika Shrestha, ML Tlachac, and Elke Rundensteiner
Publisher's website

Temporal Facial Features for Depression Screening

ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) Mental Health: Sensing and Intervention, 2022
Ricardo Flores, Avantika Shrestha, ML Tlachac, and Elke Rundensteiner
Publisher's website

BERT Variants for Depression Screening with Typed and Transcribed Responses

ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) Computing for Well-being (WellComp), 2022
Avantika Shrestha, ML Tlachac, Ricardo Flores, and Elke Rundensteiner
Publisher's website

Impact Assessment of Stereotype Threat on Mobile Depression Screening using Bayesian Estimation

Healthcare Analytics, Elsevier, 2022
ML Tlachac, Miranda Reisch, Brittany Lewis, Ricardo Flores, Lane Harrison, and Elke Rundensteiner
Publisher's website

StudentSADD: Rapid Mobile Depression and Suicidal Ideation Screening of College Students during the Coronavirus Pandemic

ACM Proceedings on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), vol. 6, no. 2, 2022
ML Tlachac, Ricardo Flores, Miranda Reisch, Rimsha Kayastha, Nina Taurich, Veronica Melican, Connor Bruneau, Hunter Caouette, Joshua Lovering, Ermal Toto, Elke Rundensteiner
Publisher's website

Early Mental Health Uncovering with Short Scripted and Unscripted Voice Recordings

Deep Learning Applications (DLAV), vol 4, Springer, 2023
ML Tlachac, Ricardo Flores, Ermal Toto, Elke A. Rundensteiner
Publisher's website

DepreST-CAT: Retrospective Smartphone Call and Text Logs Collected During the COVID-19 Pandemic to Screen for Mental Illnesses

ACM Proceedings on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), vol. 6, no. 2, 2022.
ML Tlachac, Ricardo Flores, Miranda Reisch, Katie Housekeeper, Elke Rundensteiner
Publisher's website

Ensembles of BERT for Depression Classification

44th International Conference of IEEE Engineering in Medicine and Biology Society (EMBC), pp 4691-4694, 2022
Saskia Senn, ML Tlachac, Ricardo Flores, Elke A. Rundensteiner
Publisher's website

AudiFace: Multimodal Deep Learning for Depression Screening

Machine Learning for Healthcare, Accepted (acceptance: 37%), 2022
Ricardo Flores, ML Tlachac, Ermal Toto, Elke A. Rundensteiner
Publisher's website