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

Using Emotionally Rich Speech Segments for Depression Prediction - Jiawei Yu; Heysem Kaya (2025 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2025, Hyderabad, India, April 6-11, 2025, 2025)

Fairness in AI-Based Mental Health: Clinician Perspectives and Bias Mitigation - Gizem Sogancioglu; Pablo Mosteiro; Albert Ali Salah; Floortje Scheepers; Heysem Kaya (Proceedings of the Seventh AAAI/ACM Conference on AI, Ethics, and Society (AIES-24) - Full Archival Papers, October 21-23, 2024, San Jose, California, USA - Volume 1, 2024)

Zero-Shot Audio-Visual Compound Expression Recognition Method based on Emotion Probability Fusion - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Heysem Kaya; Alexey Karpov (IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024 - Workshops, Seattle, WA, USA, June 17-18, 2024, 2024)

Multi-modal Arousal and Valence Estimation under Noisy Conditions - Denis Dresvyanskiy; Maxim Markitantov; Jiawei Yu; Heysem Kaya; Alexey Karpov (IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024 - Workshops, Seattle, WA, USA, June 17-18, 2024, 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 (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 (CoRR, 2024)

The effects of gender bias in word embeddings on patient phenotyping in the mental health domain - Gizem Sogancioglu; Heysem Kaya; Albert Ali Salah (11th International Conference on Affective Computing and Intelligent Interaction, ACII 2023, Cambridge, MA, USA, September 10-13, 2023, 2023)

Using Explainability for Bias Mitigation: A Case Study for Fair Recruitment Assessment - Gizem Sogancioglu; Heysem Kaya; Albert Ali Salah (Proceedings of the 25th International Conference on Multimodal Interaction, ICMI 2023, Paris, France, October 9-13, 2023, 2023)

4th ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour - Heysem Kaya; Anouk Neerincx; Maryam Najafian; Saeid Safavi (Proceedings of the 25th International Conference on Multimodal Interaction, ICMI 2023, Paris, France, October 9-13, 2023, 2023)

Multimodal Personality Traits Assessment (MuPTA) Corpus: The Impact of Spontaneous and Read Speech - Elena Ryumina; Dmitry Ryumin; Maxim Markitantov; Heysem Kaya; Alexey Karpov (24th Annual Conference of the International Speech Communication Association, Interspeech 2023, Dublin, Ireland, August 20-24, 2023, 2023)

AutoXplain: Towards Automated Interpretable Model Selection - Tessel Haagen; Heysem Kaya; Joop Snijder; Melchior Nierman (Joint Proceedings of the xAI-2023 Late-breaking Work, Demos and Doctoral Consortium co-located with the 1st World Conference on eXplainable Artificial Intelligence (xAI-2023), Lisbon, Portugal, July 26-28, 2023, 2023)

Privacy Constrained Fairness Estimation for Decision Trees - Florian van der Steen; Fré Vink; Heysem Kaya (CoRR, 2023)

Comparing Approaches for Explaining DNN-Based Facial Expression Classifications - Kaya ter Burg; Heysem Kaya (Algorithms, 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; Wolfgang Minker (Multimodal Technol. Interact., 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)

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)

Towards using Breathing Features for Multimodal Estimation of Depression Severity - Francisca Pessanha; Heysem Kaya; Alkim Almila Akdag Salah; Albert Ali Salah (International Conference on Multimodal Interaction, ICMI 2022, Bengaluru, India, November 7-11, 2022, 2022)

Text-based Interpretable Depression Severity Modeling via Symptom Predictions - Floris Van Steijn; Gizem Sogancioglu; Heysem Kaya (International Conference on Multimodal Interaction, ICMI 2022, Bengaluru, India, November 7-11, 2022, 2022)

3rd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour - Anika van der Klis; Heysem Kaya; Maryam Najafian; Saeid Safavi (International Conference on Multimodal Interaction, ICMI 2022, Bengaluru, India, November 7-11, 2022, 2022)

Complex Paralinguistic Analysis of Speech: Predicting Gender, Emotions and Deception in a Hierarchical Framework - Alena Velichko; Maxim Markitantov; Heysem Kaya; Alexey Karpov (23rd Annual Conference of the International Speech Communication Association, Interspeech 2022, Incheon, Korea, September 18-22, 2022, 2022)

Multi-level Fusion of Fisher Vector Encoded BERT and Wav2vec 2.0 Embeddings for Native Language Identification - Dani Krebbers; Heysem Kaya; Alexey Karpov (Speech and Computer - 24th International Conference, SPECOM 2022, Gurugram, India, November 14-16, 2022, Proceedings, 2022)

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

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

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)

Can mood primitives predict apparent personality? - Gizem Sogancioglu; Heysem Kaya; Albert Ali Salah (9th International Conference on Affective Computing and Intelligent Interaction, ACII 2021, Nara, Japan, September 28 - Oct. 1, 2021, 2021)

2nd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour - Saeid Safavi; Heysem Kaya; Roy S. Hessels; Maryam Najafian; Sandra Hanekamp (ICMI '21: International Conference on Multimodal Interaction, Montréal, QC, Canada, October 18-22, 2021, 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; Iulia Lefter; Heysem Kaya; Shahin Amiriparian; Alice Baird; Lukas Stappen; Sandra Ottl; Maurice Gerczuk; et al. (22nd Annual Conference of the International Speech Communication Association, Interspeech 2021, Brno, Czechia, August 30 - September 3, 2021, 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 (22nd Annual Conference of the International Speech Communication Association, Interspeech 2021, Brno, Czechia, August 30 - September 3, 2021, 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 (CoRR, 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; Iulia Lefter; Heysem Kaya; Shahin Amiriparian; Alice Baird; Lukas Stappen; Sandra Ottl; Maurice Gerczuk; et al. (CoRR, 2021)

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 (Companion Publication of the 2020 International Conference on Multimodal Interaction, ICMI Companion 2020, Virtual Event, The Netherlands, October, 2020, 2020)

Combining Clustering and Functionals based Acoustic Feature Representations for Classification of Baby Sounds - Heysem Kaya; Oxana Verkholyak; Maxim Markitantov; Alexey Karpov (Companion Publication of the 2020 International Conference on Multimodal Interaction, ICMI Companion 2020, Virtual Event, The Netherlands, October, 2020, 2020)

Bridging Social Sciences and AI for Understanding Child Behaviour - Heysem Kaya; Roy S. Hessels; Maryam Najafian; Sandra Hanekamp; Saeid Safavi (ICMI '20: International Conference on Multimodal Interaction, Virtual Event, The Netherlands, October 25-29, 2020, 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 (21st Annual Conference of the International Speech Communication Association, Interspeech 2020, Virtual Event, Shanghai, China, October 25-29, 2020, 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 (21st Annual Conference of the International Speech Communication Association, Interspeech 2020, Virtual Event, Shanghai, China, October 25-29, 2020, 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 (CoRR, 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)

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)

Hierarchical Two-level Modelling of Emotional States in Spoken Dialog Systems - Oxana Verkholyak; Dmitrii Fedotov; Heysem Kaya; Yang Zhang; Alexey Karpov (IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2019, Brighton, United Kingdom, May 12-17, 2019, 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; Albert Ali Salah (Proceedings of the 9th International on Audio/Visual Emotion Challenge and Workshop, AVEC@MM 2019, Nice, France, October 21-25, 2019, 2019)

Movie Emotion Estimation with Multimodal Fusion and Synthetic Data Generation - Nihan Karslioglu; Heysem Kaya; Albert Ali Salah (27th Signal Processing and Communications Applications Conference, SIU 2019, Sivas, Turkey, April 24-26, 2019, 2019)

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

LSTM Based Cross-corpus and Cross-task Acoustic Emotion Recognition - Heysem Kaya; Dmitrii Fedotov; Ali Yesilkanat; Oxana Verkholyak; Yang Zhang; Alexey Karpov (19th Annual Conference of the International Speech Communication Association, Interspeech 2018, Hyderabad, India, September 2-6, 2018, 2018)

Feature Selection and Multimodal Fusion for Estimating Emotions Evoked by Movie Clips - Yasemin Timar; Nihan Karslioglu; Heysem Kaya; Albert Ali Salah (Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval, ICMR 2018, Yokohama, Japan, June 11-14, 2018, 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. (Proceedings of the 2018 on Audio/Visual Emotion Challenge and Workshop, AVEC@MM 2018, Seoul, Republic of Korea, October 22, 2018, 2018)

Context Modeling for Cross-Corpus Dimensional Acoustic Emotion Recognition: Challenges and Mixup - Dmitrii Fedotov; Heysem Kaya; Alexey Karpov (Speech and Computer - 20th International Conference, SPECOM 2018, Leipzig, Germany, September 18-22, 2018, Proceedings, 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)

Emotion, age, and gender classification in children's speech by humans and machines - Heysem Kaya; Albert Ali Salah; Alexey Karpov; 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)

Multi-modal Score Fusion and Decision Trees for Explainable Automatic Job Candidate Screening from Video CVs - Heysem Kaya; Furkan Gürpinar; Albert Ali Salah (2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2017, Honolulu, HI, USA, July 21-26, 2017, 2017)

Introducing Weighted Kernel Classifiers for Handling Imbalanced Paralinguistic Corpora: Snoring, Addressee and Cold - Heysem Kaya; Alexey A. Karpov (18th Annual Conference of the International Speech Communication Association, Interspeech 2017, Stockholm, Sweden, August 20-24, 2017, 2017)

BOUN-NKU in MediaEval 2017 Emotional Impact of Movies Task - Nihan Karslioglu; Yasemin Timar; Albert Ali Salah; Heysem Kaya (Working Notes Proceedings of the MediaEval 2017 Workshop co-located with the Conference and Labs of the Evaluation Forum (CLEF 2017), Dublin, Ireland, September 13-15, 2017, 2017)

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

Kernel ELM and CNN Based Facial Age Estimation - Furkan Gürpinar; Heysem Kaya; Hamdi Dibeklioglu; Albert Ali Salah (2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2016, Las Vegas, NV, USA, June 26 - July 1, 2016, 2016)

Combining Deep Facial and Ambient Features for First Impression Estimation - Furkan Gürpinar; Heysem Kaya; Albert Ali Salah (Computer Vision - ECCV 2016 Workshops - Amsterdam, The Netherlands, October 8-10 and 15-16, 2016, Proceedings, Part III, 2016)

Multimodal fusion of audio, scene, and face features for first impression estimation - Furkan Gürpinar; Heysem Kaya; Albert Ali Salah (23rd International Conference on Pattern Recognition, ICPR 2016, Cancún, Mexico, December 4-8, 2016, 2016)

Fusing Acoustic Feature Representations for Computational Paralinguistics Tasks - Heysem Kaya; Alexey A. Karpov (17th Annual Conference of the International Speech Communication Association, Interspeech 2016, San Francisco, CA, USA, September 8-12, 2016, 2016)

Robust Acoustic Emotion Recognition Based on Cascaded Normalization and Extreme Learning Machines - Heysem Kaya; Alexey A. Karpov; Albert Ali Salah (Advances in Neural Networks - ISNN 2016 - 13th International Symposium on Neural Networks, ISNN 2016, St. Petersburg, Russia, July 6-8, 2016, Proceedings, 2016)

Automatic detection of meniscal area in the knee MR images - Ahmet Saygili; Heysem Kaya; Songul Albayrak (24th Signal Processing and Communication Application Conference, SIU 2016, Zonguldak, Turkey, May 16-19, 2016, 2016)

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 (Boğaziçi University, Turkey, 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)

Contrasting and Combining Least Squares Based Learners for Emotion Recognition in the Wild - Heysem Kaya; Furkan Gürpinar; Sadaf Afshar; Albert Ali Salah (Proceedings of the 2015 ACM on International Conference on Multimodal Interaction, Seattle, WA, USA, November 09 - 13, 2015, 2015)

Fisher vectors with cascaded normalization for paralinguistic analysis - Heysem Kaya; Alexey Karpov; Albert Ali Salah (16th Annual Conference of the International Speech Communication Association, INTERSPEECH 2015, Dresden, Germany, September 6-10, 2015, 2015)

EmoChildRu: Emotional Child Russian Speech Corpus - Elena E. Lyakso; Olga V. Frolova; Evgeniya Dmitrieva; Aleksei Grigorev; Heysem Kaya; Albert Ali Salah; Alexey Karpov (Speech and Computer - 17th International Conference, SPECOM 2015, Athens, Greece, September 20-24, 2015, Proceedings, 2015)

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

CCA based feature selection with application to continuous depression recognition from acoustic speech features - Heysem Kaya; Florian Eyben; Albert Ali Salah; Björn W. Schuller (IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2014, Florence, Italy, May 4-9, 2014, 2014)

Continuous Mapping of Personality Traits: A Novel Challenge and Failure Conditions - Heysem Kaya; Albert Ali Salah (Proceedings of the 2014 Workshop on Mapping Personality Traits Challenge and Workshop, MAPTRAITS@ICMI 2014, Istanbul, Turkey, November 12, 2014, 2014)

Speaker- and Corpus-Independent Methods for Affect Classification in Computational Paralinguistics - Heysem Kaya (Proceedings of the 16th International Conference on Multimodal Interaction, ICMI 2014, Istanbul, Turkey, November 12-16, 2014, 2014)

Combining Modality-Specific Extreme Learning Machines for Emotion Recognition in the Wild - Heysem Kaya; Albert Ali Salah (Proceedings of the 16th International Conference on Multimodal Interaction, ICMI 2014, Istanbul, Turkey, November 12-16, 2014, 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 (15th Annual Conference of the International Speech Communication Association, INTERSPEECH 2014, Singapore, September 14-18, 2014, 2014)

Ensemble CCA for Continuous Emotion Prediction - Heysem Kaya; Fazilet Çilli; Albert Ali Salah (Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge, AVEC '14, Orlando, Florida, USA, November 7, 2014, 2014)

Eyes Whisper Depression: A CCA based Multimodal Approach - Heysem Kaya; Albert Ali Salah (Proceedings of the ACM International Conference on Multimedia, MM '14, Orlando, FL, USA, November 03 - 07, 2014, 2014)

Protocol and baseline for experiments on Bogazici University Turkish emotional speech corpus - Heysem Kaya; Albert Ali Salah; Sadik Fikret Gürgen; Hazim Kemal Ekenel (2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014, 2014)

Combined Cycle Power Plant - Pinar Tüfekçi; Heysem Kaya (UCI Machine Learning Repository, 2014)
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Prenatal risk assessment of Trisomy 21 by probabilistic classifiers - Omer Uzun; Heysem Kaya; Fikret Gürgen; Füsun Varol (21st Signal Processing and Communications Applications Conference, SIU 2013, Haspolat, Turkey, April 24-26, 2013, 2013)

Posterior Probability Convergence of k-NN Classification and K-Means Clustering - Heysem Kaya; Olcay Kursun; Fikret Gürgen (Computer and Information Sciences III - 27th International Symposium on Computer and Information Sciences, Paris, France, October 3-4, 2012, 2012)

Stacking Class Probabilities Obtained from View-Based Cluster Ensembles - Heysem Kaya; Olcay Kursun; Huseyin Seker (Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I, 2010)