26-30 July 2026

EMBC 2026

Toronto, Canada
Tu.P31.I-47

MULTIMODAL DEPRESSION DETECTION WITH CLINICAL ONTOLOGY INTEGRATION FROM DAIC-WOZ INTERVIEWS

Ismael Perez-Ruiz, Blanca Vazquez, Jorge Perez-Gonzalez, Nidiyare Hevia-Montiel, Fernando Arámbula Cosío, Universidad Nacional Autonoma de Mexico

Session:
Tu.P31: Mental Health, Affective Computing & Neuropsychiatric Disorders Poster

Track:
Biomedical & Health Informatics

Location:
Hall E; Bay I, Board #47

Presentation Time:
Tuesday, 28 July, 16:30 - 18:30

Presentation
Discussion
Resources
No resources available.
Session Tu.P31
Tu.P31.I-44: Correlation Analysis Study of Between Bio-Signal and Anxiety Scale
Jinho Park, Korea Electronics Technology Institute; Hyunsil Song, Yoensei University; Chanhee Jeong, Yeonsik Choi, Hyuck-ki Hong, Youngchang Jo, Korea Electronics Technology Institute
Tu.P31.I-45: ANALYZING CORONAVIRUS COUGH SOUNDS AND ALZHEIMER’S SPEECH WITH DEEP LEARNING MODELS TO DISCOVER COMMON PATTERNS
Emad Mohammed, Salma Ahmed, Emiliano Garcia Ochoa, Wilfrid Laurier University; Md Rahad Islam Bhuiyan, Daffodil International University; Behrouz Far, Amir Sanati Nezhad, University of Calgary
Tu.P31.I-46: Estimating continuous stress from wearable sensor data for performance analysis beyond binary stress detection
Dennis Birkenmaier, Lara Schweickart, FZI Research Center of Information Technology; Wilhelm Stork, Karlsruhe Institute of Technology KIT
Tu.P31.I-47: MULTIMODAL DEPRESSION DETECTION WITH CLINICAL ONTOLOGY INTEGRATION FROM DAIC-WOZ INTERVIEWS
Ismael Perez-Ruiz, Blanca Vazquez, Jorge Perez-Gonzalez, Nidiyare Hevia-Montiel, Fernando Arámbula Cosío, Universidad Nacional Autonoma de Mexico
Tu.P31.I-48: CHRONIC STRESS ESTIMATION BASED ON PULSE WAVE AND FACIAL EXPRESSION FEATURES EXTRACTED FROM FACIAL VIDEOS DURING DRIVING
Yuki Itaya, Hibiki Endo, Masanari Murai, Chiba University; Daisuke Negishi, Suzuki Motor Corporation; Hidenori Yamasue, Hamamatsu University; Masato Takahashi, Norimichi Tsumura, Chiba University
Tu.P31.I-49: KOLMOGOROV–ARNOLD NETWORKS FOR ALZHEIMER’S DISEASE DETECTION USING MULTIMODAL SPEECH ANALYSIS
Emiliano Garcia, Emad Mohammed, wilfrid laurier university
Tu.P31.I-50: A Modular Dual-Pipeline Machine Learning Framework for Supervised and Unsupervised Depression Analysis
Martin Di Felice, Ariel Deroche, Ilan Trupkin, María Florencia Pollo Cattaneo, National Technological University; Parag Chatterjee, University of the Republic
Tu.P31.I-51: NEURAL AND SUBJECTIVE EFFECTS OF REPEATED MULTISENSORY VIRTUAL NATURE EXPOSURE IN PTSD
Marilia Karla Soares Lopes, INRS-EMT Universite du Quebec; Léa Perreault, Traumas Côte-Nord, Sept-Iles, QC, Canada; Belmir J. de Jesus Jr, INRS-EMT Universite du Quebec; Marie-Claude Roberge, Traumas Côte-Nord, Sept-Iles, QC, Canada; Tiago Henrique Falk, INRS-EMT Universite du Quebec
Tu.P31.I-52: Dynamic Mental Health Assessment Using Multimodal Wearable Sensors Including Ambulatory and Laboratory Data
Pingyu Hu, Honglin Leng, Xiangkai Xiao, Ya Chen, Zhangzhi Zhao, Yuchao Li, Gujing Li, Xiaorong Ding, University of Electronic Science and Technology of China
Tu.P31.I-53: Deep Learning for Depression Diagnosis: A Systematic Review of EEG, Neuroimaging, and Multimodal Approaches
Rocio Leguizamon, Maria Florencia Pollo Cattaneo, National Technological University; Parag Chatterjee, University of the Republic
Tu.P31.I-54: ELECTRODERMAL-CENTERED MULTIMODAL PREDICTION OF AGITATION IN PEOPLE LIVING WITH DEMENTIA
Maribel Pérez-Ribera, Institute of Neuroinformatics, University of Zurich and ETH Zurich; Chiara De Luca, Institute of Neuroinformatics, University of Zurich and ETH Zurich, and Digital Society Initiative, University of Zurich; Elisa Donati, Institute of Neuroinformatics, University of Zurich and ETH Zurich
Tu.P31.I-55: Non-invasive Multimodal Model for Estimating Student Well-being
María Troncoso-Seguel, Francisco Cea, Ricardo Flores, Esteban J. Pino, Universidad de Concepción
Tu.P31.I-56: EVALUATING TABPFN FOR MILD COGNITIVE IMPAIRMENT TO ALZHEIMER’S DISEASE CONVERSION IN DATA LIMITED SETTINGS
Brad Ye, Laura Brattain, University of Central Florida; Bulent Soykan, University of Toledo; Hsin-Hsiung Huang, Gulsah Koksalmis, University of Central Florida
Tu.P31.I-57: C-GRASP: Clinically-Grounded Reasoning for Affective Signal Processing
Cheng Lin Cheng, Ting Chuan Lin, Chai Kai Chang, National Central University
Tu.P31.I-58: MILLIMETER-WAVE RADAR FOR NONCONTACT MULTIPLE VITAL SIGNS DETECTION
Yu Geng, Yangtze Delta Region Institute (Huzhou) University of Electronic Science and Technology of China; Xiangkai Xiao, Yihong Yu, Yuxuan Lin, Yifan Chen, University of Electronic Science and Technology of China; Xiaorong Ding, Yangtze Delta Region Institute (Huzhou) University of Electronic Science and Technology of China
Resources
No resources available.