| 2025 | ICASSP | Using Emotionally Rich Speech Segments for Depression Prediction. | Jiawei Yu, Heysem Kaya |
| 2025 | Interspeech | Multi-Modal Multi-Task Affective States Recognition Based on Label Encoder Fusion. | Maxim Markitantov, Elena Ryumina, Heysem Kaya, Alexey Karpov |
| 2024 | AIES | Fairness in AI-Based Mental Health: Clinician Perspectives and Bias Mitigation. | Gizem Sogancioglu, Pablo Mosteiro, Albert Ali Salah, Floortje Scheepers, Heysem Kaya |
| 2024 | CVPR | Multi-modal Arousal and Valence Estimation under Noisy Conditions. | Denis Dresvyanskiy, Maxim Markitantov, Jiawei Yu, Heysem Kaya, Alexey Karpov |
| 2024 | CVPR | Zero-Shot Audio-Visual Compound Expression Recognition Method based on Emotion Probability Fusion. | Elena Ryumina, Maxim Markitantov, Dmitry Ryumin, Heysem Kaya, Alexey Karpov |
| 2023 | ACII | The effects of gender bias in word embeddings on patient phenotyping in the mental health domain. | Gizem Sogancioglu, Heysem Kaya, Albert Ali Salah |
| 2023 | ICMI | 4th ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. | Heysem Kaya, Anouk Neerincx, Maryam Najafian, Saeid Safavi |
| 2023 | ICMI | Using Explainability for Bias Mitigation: A Case Study for Fair Recruitment Assessment. | Gizem Sogancioglu, Heysem Kaya, Albert Ali Salah |
| 2023 | Interspeech | Multimodal Personality Traits Assessment (MuPTA) Corpus: The Impact of Spontaneous and Read Speech. | Elena Ryumina, Dmitry Ryumin, Maxim Markitantov, Heysem Kaya, Alexey Karpov |
| 2022 | ICMI | 3rd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. | Anika van der Klis, Heysem Kaya, Maryam Najafian, Saeid Safavi |
| 2022 | ICMI | Towards using Breathing Features for Multimodal Estimation of Depression Severity. | Francisca Pessanha, Heysem Kaya, Alkim Almila Akdag Salah, Albert Ali Salah |
| 2022 | ICMI | Text-based Interpretable Depression Severity Modeling via Symptom Predictions. | Floris Van Steijn, Gizem Sogancioglu, Heysem Kaya |
| 2022 | Interspeech | Complex Paralinguistic Analysis of Speech: Predicting Gender, Emotions and Deception in a Hierarchical Framework. | Alena Velichko, Maxim Markitantov, Heysem Kaya, Alexey Karpov |
| 2021 | ACII | Can mood primitives predict apparent personality? | Gizem Sogancioglu, Heysem Kaya, Albert Ali Salah |
| 2021 | ICMI | 2nd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. | Saeid Safavi, Heysem Kaya, Roy S. Hessels, Maryam Najafian, Sandra Hanekamp |
| 2021 | Interspeech | The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates. | Bjrn W. Schuller, Anton Batliner, Christian Bergler, Cecilia Mascolo, Jing Han, Iulia Lefter, Heysem Kaya, Shahin Amiriparian, Alice Baird, Lukas Stappen, Sandra Ottl, Maurice Gerczuk, Panagiotis Tzirakis, Chlo Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Lon J. M. Rothkrantz, Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp |
| 2021 | Interspeech | Introducing a Central African Primate Vocalisation Dataset for Automated Species Classification. | Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp, Floor Meewis, Amparo C. Koot, Heysem Kaya |
| 2020 | ICMI | Bridging Social Sciences and AI for Understanding Child Behaviour. | Heysem Kaya, Roy S. Hessels, Maryam Najafian, Sandra Hanekamp, Saeid Safavi |
| 2020 | ICMI | Combining Clustering and Functionals based Acoustic Feature Representations for Classification of Baby Sounds. | Heysem Kaya, Oxana Verkholyak, Maxim Markitantov, Alexey Karpov |
| 2020 | ICMI | The Influence of Blind Source Separation on Mixed Audio Speech and Music Emotion Recognition. | Casper Laugs, Hendrik Vincent Koops, Daan Odijk, Heysem Kaya, Anja Volk |
| 2020 | Interspeech | Ensembling End-to-End Deep Models for Computational Paralinguistics Tasks: ComParE 2020 Mask and Breathing Sub-Challenges. | Maxim Markitantov, Denis Dresvyanskiy, Danila Mamontov, Heysem Kaya, Wolfgang Minker, Alexey Karpov |
| 2020 | Interspeech | Is Everything Fine, Grandma? Acoustic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition. | Gizem Sogancioglu, Oxana Verkholyak, Heysem Kaya, Dmitrii Fedotov, Tobias Cade, Albert Ali Salah, Alexey Karpov |
| 2019 | ICASSP | Hierarchical Two-level Modelling of Emotional States in Spoken Dialog Systems. | Oxana Verkholyak, Dmitrii Fedotov, Heysem Kaya, Yang Zhang, Alexey Karpov |
| 2018 | Interspeech | LSTM Based Cross-corpus and Cross-task Acoustic Emotion Recognition. | Heysem Kaya, Dmitrii Fedotov, Ali Yesilkanat, Oxana Verkholyak, Yang Zhang, Alexey Karpov |
| 2017 | CVPR | Multi-modal Score Fusion and Decision Trees for Explainable Automatic Job Candidate Screening from Video CVs. | Heysem Kaya, Furkan Grpinar, Albert Ali Salah |
| 2017 | Interspeech | Introducing Weighted Kernel Classifiers for Handling Imbalanced Paralinguistic Corpora: Snoring, Addressee and Cold. | Heysem Kaya, Alexey A. Karpov |
| 2016 | CVPR | Kernel ELM and CNN Based Facial Age Estimation. | Furkan Grpinar, Heysem Kaya, Hamdi Dibeklioglu, Albert Ali Salah |
| 2016 | ECCV | Combining Deep Facial and Ambient Features for First Impression Estimation. | Furkan Grpinar, Heysem Kaya, Albert Ali Salah |
| 2016 | ICPR | Multimodal fusion of audio, scene, and face features for first impression estimation. | Furkan Grpinar, Heysem Kaya, Albert Ali Salah |
| 2016 | Interspeech | Fusing Acoustic Feature Representations for Computational Paralinguistics Tasks. | Heysem Kaya, Alexey A. Karpov |
| 2016 | ISNN | Robust Acoustic Emotion Recognition Based on Cascaded Normalization and Extreme Learning Machines. | Heysem Kaya, Alexey A. Karpov, Albert Ali Salah |
| 2015 | ICMI | Contrasting and Combining Least Squares Based Learners for Emotion Recognition in the Wild. | Heysem Kaya, Furkan Grpinar, Sadaf Afshar, Albert Ali Salah |
| 2015 | Interspeech | Fisher vectors with cascaded normalization for paralinguistic analysis. | Heysem Kaya, Alexey Karpov, Albert Ali Salah |
| 2014 | ICASSP | CCA based feature selection with application to continuous depression recognition from acoustic speech features. | Heysem Kaya, Florian Eyben, Albert Ali Salah, Bjrn W. Schuller |
| 2014 | ICMI | Speaker- and Corpus-Independent Methods for Affect Classification in Computational Paralinguistics. | Heysem Kaya |
| 2014 | ICMI | Combining Modality-Specific Extreme Learning Machines for Emotion Recognition in the Wild. | Heysem Kaya, Albert Ali Salah |
| 2014 | ICMI | Continuous Mapping of Personality Traits: A Novel Challenge and Failure Conditions. | Heysem Kaya, Albert Ali Salah |
| 2014 | Interspeech | Canonical correlation analysis and local fisher discriminant analysis based multi-view acoustic feature reduction for physical load prediction. | Heysem Kaya, Tuge zkaptan, Albert Ali Salah, Sadik Fikret Grgen |
| 2010 | ICAISC | Stacking Class Probabilities Obtained from View-Based Cluster Ensembles. | Heysem Kaya, Olcay Kursun, Huseyin Seker |