Stacking Class Probabilities Obtained from View-Based Cluster Ensembles. - Heysem Kaya; Olcay Kursun; Huseyin Seker (ICAISC (1), 2010)

Posterior Probability Convergence of k-NN Classification and K-Means Clustering. - Heysem Kaya; Olcay Kursun; Fikret Gürgen (ISCIS, 2012)

Prenatal risk assessment of Trisomy 21 by probabilistic classifiers. - Omer Uzun; Heysem Kaya; Fikret Gürgen; Füsun Varol (SIU, 2013)

CCA based feature selection with application to continuous depression recognition from acoustic speech features. - Heysem Kaya; Florian Eyben; Albert Ali Salah; Björn W. Schuller (ICASSP, 2014)

Speaker- and Corpus-Independent Methods for Affect Classification in Computational Paralinguistics. - Heysem Kaya (ICMI, 2014)

Continuous Mapping of Personality Traits: A Novel Challenge and Failure Conditions. - Heysem Kaya; Albert Ali Salah (MAPTRAITS@ICMI, 2014)

Canonical correlation analysis and local fisher discriminant analysis based multi-view acoustic feature reduction for physical load prediction. - Heysem Kaya; Tugçe Özkaptan; Albert Ali Salah; Sadik Fikret Gürgen (INTERSPEECH, 2014)

Ensemble CCA for Continuous Emotion Prediction. - Heysem Kaya; Fazilet Çilli; Albert Ali Salah (AVEC@MM, 2014)

Eyes Whisper Depression: A CCA based Multimodal Approach. - Heysem Kaya; Albert Ali Salah (ACM Multimedia, 2014)

Protocol and baseline for experiments on Bogazici University Turkish emotional speech corpus. - Heysem Kaya; Albert Ali Salah; Sadik Fikret Gürgen; Hazim Kemal Ekenel (SIU, 2014)

Combined Cycle Power Plant. - Pinar Tüfekçi; Heysem Kaya (UCI Machine Learning Repository, 2014)

Contrasting and Combining Least Squares Based Learners for Emotion Recognition in the Wild. - Heysem Kaya; Furkan Gürpinar; Sadaf Afshar; Albert Ali Salah (ICMI, 2015)

Fisher vectors with cascaded normalization for paralinguistic analysis. - Heysem Kaya; Alexey Karpov 001; Albert Ali Salah (INTERSPEECH, 2015)

EmoChildRu: Emotional Child Russian Speech Corpus. - Elena E. Lyakso; Olga V. Frolova; Evgeniya Dmitrieva; Aleksei Grigorev; Heysem Kaya; Albert Ali Salah; Alexey Karpov 001 (SPECOM, 2015)

Adaptive Mixtures of Factor Analyzers. - Heysem Kaya; Albert Ali Salah (CoRR, 2015)

Random Discriminative Projection Based Feature Selection with Application to Conflict Recognition. - Heysem Kaya; Tugçe Özkaptan; Albert Ali Salah; Fikret Gürgen (IEEE Signal Process. Lett., 2015)

Robust machine learning methods for computational paralinguistics and multimodal affective computing (Hesaplamasal paralinguistik ve çok-kipli duyuşsal hesaplama için gürbüz yapay öğrenme yönemleri) - Heysem Kaya (2015)

Kernel ELM and CNN Based Facial Age Estimation. - Furkan Gürpinar; Heysem Kaya; Hamdi Dibeklioglu; Albert Ali Salah (CVPR Workshops, 2016)

Combining Deep Facial and Ambient Features for First Impression Estimation. - Furkan Gürpinar; Heysem Kaya; Albert Ali Salah (ECCV Workshops (3), 2016)

Multimodal fusion of audio, scene, and face features for first impression estimation. - Furkan Gürpinar; Heysem Kaya; Albert Ali Salah (ICPR, 2016)

Fusing Acoustic Feature Representations for Computational Paralinguistics Tasks. - Heysem Kaya; Alexey A. Karpov (INTERSPEECH, 2016)

Robust Acoustic Emotion Recognition Based on Cascaded Normalization and Extreme Learning Machines. - Heysem Kaya; Alexey A. Karpov; Albert Ali Salah (ISNN, 2016)

Automatic detection of meniscal area in the knee MR images. - Ahmet Saygili; Heysem Kaya; Songul Albayrak (SIU, 2016)

Combining modality-specific extreme learning machines for emotion recognition in the wild. - Heysem Kaya; Albert Ali Salah (J. Multimodal User Interfaces, 2016)

Multi-modal Score Fusion and Decision Trees for Explainable Automatic Job Candidate Screening from Video CVs. - Heysem Kaya; Furkan Gürpinar; Albert Ali Salah (CVPR Workshops, 2017)

Introducing Weighted Kernel Classifiers for Handling Imbalanced Paralinguistic Corpora: Snoring, Addressee and Cold. - Heysem Kaya; Alexey A. Karpov (INTERSPEECH, 2017)

BOUN-NKU in MediaEval 2017 Emotional Impact of Movies Task. - Nihan Karslioglu; Yasemin Timar; Albert Ali Salah; Heysem Kaya (MediaEval, 2017)

Emotion, age, and gender classification in children's speech by humans and machines. - Heysem Kaya; Albert Ali Salah; Alexey Karpov 001; Olga V. Frolova; Aleksey Grigorev; Elena E. Lyakso (Comput. Speech Lang., 2017)

Video-based emotion recognition in the wild using deep transfer learning and score fusion. - Heysem Kaya; Furkan Gürpinar; Albert Ali Salah (Image Vis. Comput., 2017)

LSTM Based Cross-corpus and Cross-task Acoustic Emotion Recognition. - Heysem Kaya; Dmitrii Fedotov; Ali Yesilkanat; Oxana Verkholyak; Yang Zhang; Alexey Karpov 001 (INTERSPEECH, 2018)

Feature Selection and Multimodal Fusion for Estimating Emotions Evoked by Movie Clips. - Yasemin Timar; Nihan Karslioglu; Heysem Kaya; Albert Ali Salah (ICMR, 2018)

AVEC 2018 Workshop and Challenge: Bipolar Disorder and Cross-Cultural Affect Recognition. - Fabien Ringeval; Björn W. Schuller; Michel F. Valstar; Roddy Cowie; Heysem Kaya; Maximilian Schmitt; Shahin Amiriparian; Nicholas Cummins; Denis Lalanne; Adrien Michaud; Elvan Çiftçi; Hüseyin Güleç; et al. (AVEC@MM, 2018)

Context Modeling for Cross-Corpus Dimensional Acoustic Emotion Recognition: Challenges and Mixup. - Dmitrii Fedotov; Heysem Kaya; Alexey Karpov 001 (SPECOM, 2018)

Explaining First Impressions: Modeling, Recognizing, and Explaining Apparent Personality from Videos. - Hugo Jair Escalante; Heysem Kaya; Albert Ali Salah; Sergio Escalera; Yagmur Güçlütürk; Umut Güçlü; Xavier Baró; Isabelle Guyon; Júlio C. S. Jacques Júnior; Meysam Madadi; Stéphane Ayache; Evelyne Viegas; et al. (CoRR, 2018)

Efficient and effective strategies for cross-corpus acoustic emotion recognition. - Heysem Kaya; Alexey A. Karpov (Neurocomputing, 2018)

Hierarchical Two-level Modelling of Emotional States in Spoken Dialog Systems. - Oxana Verkholyak; Dmitrii Fedotov; Heysem Kaya; Yang Zhang; Alexey Karpov 001 (ICASSP, 2019)

Predicting Depression and Emotions in the Cross-roads of Cultures, Para-linguistics, and Non-linguistics. - Heysem Kaya; Dmitrii Fedotov; Denis Dresvyanskiy; Metehan Doyran; Danila Mamontov; Maxim Markitantov; Alkim Almila Akdag Salah; Evrim Kavcar; Alexey Karpov 001; Albert Ali Salah (AVEC@MM, 2019)

Movie Emotion Estimation with Multimodal Fusion and Synthetic Data Generation. - Nihan Karslioglu; Heysem Kaya; Albert Ali Salah (SIU, 2019)

Predicting CO and NOxemissions from gas turbines: novel data and abenchmark PEMS. - Heysem Kaya; Pinar Tüfekçi; Erdinç Uzun (Turkish J. Electr. Eng. Comput. Sci., 2019)

Bridging Social Sciences and AI for Understanding Child Behaviour. - Heysem Kaya; Roy S. Hessels; Maryam Najafian; Sandra Hanekamp; Saeid Safavi 001 (ICMI, 2020)

Combining Clustering and Functionals based Acoustic Feature Representations for Classification of Baby Sounds. - Heysem Kaya; Oxana Verkholyak; Maxim Markitantov; Alexey Karpov 001 (ICMI Companion, 2020)

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 (ICMI Companion, 2020)

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 001 (INTERSPEECH, 2020)

Is Everything Fine, Grandma? Acoustic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition. - Gizem Sogancioglu; Oxana Verkholyak; Heysem Kaya; Dmitrii Fedotov; Tobias Cadèe; Albert Ali Salah; Alexey Karpov 001 (INTERSPEECH, 2020)

An Audio-Video Deep and Transfer Learning Framework for Multimodal Emotion Recognition in the wild. - Denis Dresvyanskiy; Elena Ryumina; Heysem Kaya; Maxim Markitantov; Alexey A. Karpov; Wolfgang Minker (CoRR, 2020)

Can mood primitives predict apparent personality? - Gizem Sogancioglu; Heysem Kaya; Albert Ali Salah (ACII, 2021)

2nd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. - Saeid Safavi 001; Heysem Kaya; Roy S. Hessels; Maryam Najafian; Sandra Hanekamp (ICMI, 2021)

The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates. - Björn W. Schuller; Anton Batliner; Christian Bergler; Cecilia Mascolo; Jing Han 010; Iulia Lefter; Heysem Kaya; Shahin Amiriparian; Alice Baird; Lukas Stappen; Sandra Ottl; Maurice Gerczuk; et al. (Interspeech, 2021)

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 (Interspeech, 2021)

MUMBAI: multi-person, multimodal board game affect and interaction analysis dataset. - Metehan Doyran; Arjan Schimmel; Pinar Baki; Kübra Ergin; Batikan Türkmen; Almila Akdag Salah; Sander C. J. Bakkes; Heysem Kaya; Ronald Poppe; Albert Ali Salah (J. Multimodal User Interfaces, 2021)

The sound of silence: Breathing analysis for finding traces of trauma and depression in oral history archives. - Almila Akdag Salah; Albert Ali Salah; Heysem Kaya; Metehan Doyran; Evrim Kavcar (Digit. Scholarsh. Humanit., 2021)

3rd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. - Anika van der Klis; Heysem Kaya; Maryam Najafian; Saeid Safavi 001 (ICMI, 2022)

Towards using Breathing Features for Multimodal Estimation of Depression Severity. - Francisca Pessanha; Heysem Kaya; Alkim Almila Akdag Salah; Albert Ali Salah (ICMI, 2022)

Text-based Interpretable Depression Severity Modeling via Symptom Predictions. - Floris Van Steijn; Gizem Sogancioglu; Heysem Kaya (ICMI, 2022)

Complex Paralinguistic Analysis of Speech: Predicting Gender, Emotions and Deception in a Hierarchical Framework. - Alena Velichko; Maxim Markitantov; Heysem Kaya; Alexey Karpov 001 (INTERSPEECH, 2022)

Multi-level Fusion of Fisher Vector Encoded BERT and Wav2vec 2.0 Embeddings for Native Language Identification. - Dani Krebbers; Heysem Kaya; Alexey Karpov 001 (SPECOM, 2022)

Comparing Approaches for Explaining DNN-Based Facial Expression Classifications. - Kaya ter Burg; Heysem Kaya (Algorithms, 2022)

Speech Analysis for Automatic Mania Assessment in Bipolar Disorder. - Pinar Baki; Heysem Kaya; Elvan Çiftçi; Hüseyin Güleç; Albert Ali Salah (CoRR, 2022)

The effects of gender bias in word embeddings on depression prediction. - Gizem Sogancioglu; Heysem Kaya (CoRR, 2022)

Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting. - Thomas Borger; Pablo Mosteiro; Heysem Kaya; Emil Rijcken; Albert Ali Salah; Floortje Scheepers; Marco Spruit (Expert Syst. Appl., 2022)

End-to-End Modeling and Transfer Learning for Audiovisual Emotion Recognition in-the-Wild. - Denis Dresvyanskiy; Elena Ryumina; Heysem Kaya; Maxim Markitantov; Alexey Karpov 001; Wolfgang Minker (Multimodal Technol. Interact., 2022)

A Multimodal Approach for Mania Level Prediction in Bipolar Disorder. - Pinar Baki; Heysem Kaya; Elvan Çiftçi; Hüseyin Güleç; Albert Ali Salah (IEEE Trans. Affect. Comput., 2022)

Modeling, Recognizing, and Explaining Apparent Personality From Videos. - Hugo Jair Escalante; Heysem Kaya; Albert Ali Salah; Sergio Escalera; Yagmur Güçlütürk; Umut Güçlü; Xavier Baró; Isabelle Guyon; Júlio C. S. Jacques Júnior; Meysam Madadi; Stéphane Ayache; Evelyne Viegas; et al. (IEEE Trans. Affect. Comput., 2022)

The effects of gender bias in word embeddings on patient phenotyping in the mental health domain. - Gizem Sogancioglu; Heysem Kaya; Albert Ali Salah (ACII, 2023)

4th ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. - Heysem Kaya; Anouk Neerincx; Maryam Najafian; Saeid Safavi 001 (ICMI, 2023)

Using Explainability for Bias Mitigation: A Case Study for Fair Recruitment Assessment. - Gizem Sogancioglu; Heysem Kaya; Albert Ali Salah (ICMI, 2023)

Multimodal Personality Traits Assessment (MuPTA) Corpus: The Impact of Spontaneous and Read Speech. - Elena Ryumina; Dmitry Ryumin; Maxim Markitantov; Heysem Kaya; Alexey Karpov 001 (INTERSPEECH, 2023)

AutoXplain: Towards Automated Interpretable Model Selection. - Tessel Haagen; Heysem Kaya; Joop Snijder; Melchior Nierman (xAI (Late-breaking Work, Demos, Doctoral Consortium), 2023)

Fairness in AI-Based Mental Health: Clinician Perspectives and Bias Mitigation. - Gizem Sogancioglu; Pablo Mosteiro; Albert Ali Salah; Floortje Scheepers; Heysem Kaya (AIES (1), 2024)

Multi-modal Arousal and Valence Estimation under Noisy Conditions. - Denis Dresvyanskiy; Maxim Markitantov; Jiawei Yu; Heysem Kaya; Alexey Karpov 001 (CVPR Workshops, 2024)

Zero-Shot Audio-Visual Compound Expression Recognition Method based on Emotion Probability Fusion. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Heysem Kaya; Alexey Karpov 001 (CVPR Workshops, 2024)

SUN Team's Contribution to ABAW 2024 Competition: Audio-visual Valence-Arousal Estimation and Expression Recognition. - Denis Dresvyanskiy; Maxim Markitantov; Jiawei Yu; Peitong Li; Heysem Kaya; Alexey Karpov 001 (CoRR, 2024)

Audio-Visual Compound Expression Recognition Method based on Late Modality Fusion and Rule-based Decision. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Heysem Kaya; Alexey Karpov 001 (CoRR, 2024)

Using Emotionally Rich Speech Segments for Depression Prediction. - Jiawei Yu; Heysem Kaya (ICASSP, 2025)

Privacy constrained fairness estimation for decision trees. - Florian van der Steen; Fré Vink; Heysem Kaya (Appl. Intell., 2025)