Publicaties
2025
Wetenschappelijke publicaties
van der Steen, F., Vink, F., & Kaya, H. (2025). Privacy constrained fairness estimation for decision trees. Applied Intelligence, 55(4), Article 308. https://doi.org/10.1007/s10489-024-05953-6
2024
Wetenschappelijke publicaties
Sogancioglu, G., Mosteiro Romero, P., Salah, A., Scheepers, F. E., & Kaya, H. (2024). Fairness in AI-Based Mental Health: Clinician Perspectives and Bias Mitigation. Proceedings of the Seventh AAAI/ACM Conference on AI, Ethics, and Society, 7, 1390-1400. https://ojs.aaai.org/index.php/AIES/article/view/31732
Ryumina, E., Markitantov, M., Ryumin, D., Kaya, H., & Karpov, A. (2024). Zero-Shot Audio-Visual Compound Expression Recognition Method based on Emotion Probability Fusion. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops (pp. 4752-4760 ) https://openaccess.thecvf.com/content/CVPR2024W/ABAW/html/Ryumina_Zero-Shot_Audio-Visual_Compound_Expression_Recognition_Method_based_on_Emotion_Probability_CVPRW_2024_paper.html
https://research-portal.uu.nl/ws/files/229039678/Ryumina_Zero-Shot_Audio-Visual_Compound_Expression_Recognition_Method_based_on_Emotion_Probability_CVPRW_2024_paper.pdf
https://research-portal.uu.nl/ws/files/229039678/Ryumina_Zero-Shot_Audio-Visual_Compound_Expression_Recognition_Method_based_on_Emotion_Probability_CVPRW_2024_paper.pdf
Dresvyanskiy, D., Markitantov, M., Yu, J., Kaya, H., & Karpov, A. (2024). Multi-modal Arousal and Valence Estimation under Noisy Conditions. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops (pp. 4772-4783). IEEE. https://openaccess.thecvf.com/content/CVPR2024W/ABAW/html/Dresvyanskiy_Multi-modal_Arousal_and_Valence_Estimation_under_Noisy_Conditions_CVPRW_2024_paper.html
https://research-portal.uu.nl/ws/files/229039736/Dresvyanskiy_Multi-modal_Arousal_and_Valence_Estimation_under_Noisy_Conditions_CVPRW_2024_paper_1_.pdf
https://research-portal.uu.nl/ws/files/229039736/Dresvyanskiy_Multi-modal_Arousal_and_Valence_Estimation_under_Noisy_Conditions_CVPRW_2024_paper_1_.pdf
2023
Wetenschappelijke publicaties
Sogancioglu, G., Kaya, H., & Salah, A. A. (2023). The effects of gender bias in word embeddings on patient phenotyping in the mental health domain. In 2023 11th International Conference on Affective Computing and Intelligent Interaction (ACII) (pp. 1-8). Article 10388203 IEEE. https://doi.org/10.1109/ACII59096.2023.10388203
https://dspace.library.uu.nl/bitstream/handle/1874/436564/The_effects_of_gender_bias_in_word_embeddings_on_patient_phenotyping_in_the_mental_health_domain.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/436564/The_effects_of_gender_bias_in_word_embeddings_on_patient_phenotyping_in_the_mental_health_domain.pdf?sequence=1
van der Steen, F., Vink, F., & Kaya, H. (2023). Privacy Constrained Fairness Estimation for Decision Trees. (pp. 1-52). arXiv. https://doi.org/10.48550/arXiv.2312.08413
https://dspace.library.uu.nl/bitstream/handle/1874/436032/2312.08413.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/436032/2312.08413.pdf?sequence=1
Haagen, T., Kaya, H., Snijder, J., & Nierman, M. (2023). AutoXplain: Towards Automated Interpretable Model Selection. In L. Longo (Ed.), xAI-2023 Late-breaking Work, Demos and Doctoral Consortium Joint Proceedings: 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) (Vol. 3554, pp. 18-23). (CEUR Workshop Proceedings). CEUR WS. https://ceur-ws.org/Vol-3554/paper4.pdf
https://dspace.library.uu.nl/bitstream/handle/1874/436385/paper4.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/436385/paper4.pdf?sequence=1
Kaya, H., Neerincx, A., Najafian, M., & Safavi, S. (2023). 4th ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. 811-813. Paper presented at 25th International Conference on Multimodal Interaction, Paris, France. https://doi.org/10.1145/3577190.3616858
Sogancioglu, G., Kaya, H., & Salah, A. A. (2023). Using Explainability for Bias Mitigation: A Case Study for Fair Recruitment Assessment. 631-639. Paper presented at 25th International Conference on Multimodal Interaction, Paris, France. https://doi.org/10.1145/3577190.3614170
Ryumina, E., Ryumin, D., Markitantov, M., Kaya, H., & Karpov, A. (2023). Multimodal Personality Traits Assessment (MuPTA) Corpus: The Impact of Spontaneous and Read Speech. 4049-4053. Paper presented at INTERSPEECH 2023, Dublin, Ireland. https://doi.org/10.21437/Interspeech.2023-1686
2022
Wetenschappelijke publicaties
Pessanha, F., Kaya, H., Salah, A. A. A., & Salah, A. A. (2022). Towards using Breathing Features for Multimodal Estimation of Depression Severity. In ICMI '22: Proceedings of the 2022 International Conference on Multimodal Interaction (pp. 128-138). Association for Computing Machinery. https://doi.org/10.1145/3536221.3556606
https://dspace.library.uu.nl/bitstream/handle/1874/423741/3536221.3556606.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/423741/3536221.3556606.pdf?sequence=1
Sogancioglu, G., & Kaya, H. (2022). The effects of gender bias in word embeddings on depression prediction.
https://dspace.library.uu.nl/bitstream/handle/1874/431895/2212.07852v1.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/431895/2212.07852v1.pdf?sequence=1
Krebbers, D., Kaya, H., & Karpov, A. (2022). Multi-level Fusion of Fisher Vector Encoded BERT and Wav2vec 2.0 Embeddings for Native Language Identification. In S. R. M. Prasanna, A. Karpov, K. Samudravijaya, & S. S. Agrawal (Eds.), Speech and Computer: 24th International Conference, SPECOM 2022, Gurugram, India, November 14–16, 2022, Proceedings (1 ed., pp. 391-403). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13721 LNAI). Springer. https://doi.org/10.1007/978-3-031-20980-2_34
https://dspace.library.uu.nl/bitstream/handle/1874/424134/978_3_031_20980_2_34.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/424134/978_3_031_20980_2_34.pdf?sequence=1
Van steijn, F., Sogancioglu, G., & Kaya, H. (2022). Text-based Interpretable Depression Severity Modeling via Symptom Predictions. 139-147. Paper presented at 24th ACM International Conference on Multimodal Interaction, Bengaluru, India. https://doi.org/10.1145/3536221.3556579
van der Klis, A., Kaya, H., Najafian, M., & Safavi, S. (2022). 3rd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. In ICMI '22: International Conference on Multimodal Interaction (pp. 807-809). Association for Computing Machinery. https://doi.org/10.1145/3536221.3564031
https://dspace.library.uu.nl/bitstream/handle/1874/426821/3536221.3564031.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/426821/3536221.3564031.pdf?sequence=1
ter Burg, K., & Kaya, H. (2022). Comparing Approaches for Explaining DNN-Based Facial Expression Classifications. Algorithms, 15(10), 1-22. Article 367. https://doi.org/10.3390/a15100367
https://dspace.library.uu.nl/bitstream/handle/1874/423304/algorithms_15_00367.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/423304/algorithms_15_00367.pdf?sequence=1
Velichko, A., Markitantov, M., Kaya, H., & Karpov, A. (2022). Complex Paralinguistic Analysis of Speech: Predicting Gender, Emotions and Deception in a Hierarchical Framework. 4735-4739. Paper presented at INTERSPEECH 2022, Incheon, Korea, Republic of. https://doi.org/10.21437/interspeech.2022-11294
Baki, P., Kaya, H., Çiftçi, E., Güleç, H., & Salah, A. A. (2022). A Multimodal Approach for Mania Level Prediction in Bipolar Disorder. IEEE Transactions on Affective Computing, 13(4), 2119-2131. Article 9835028. https://doi.org/10.1109/TAFFC.2022.3193054
Borger, T., Mosteiro Romero, P., Kaya, H., Rijcken, E., Salah, A., Scheepers, F., & Spruit, M. (2022). Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting. Expert Systems with Applications, 199, 1-9. Article 116720. https://doi.org/10.1016/j.eswa.2022.116720
https://dspace.library.uu.nl/bitstream/handle/1874/420387/1_s2.0_S0957417422001944_main.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/420387/1_s2.0_S0957417422001944_main.pdf?sequence=1
Dresvyanskiy, D., Ryumina, E., Kaya, H., Markitantov, M., Karpov, A., & Minker, W. (2022). End-to-End Modeling and Transfer Learning for Audiovisual Emotion Recognition in-the-Wild. Multimodal Technologies and Interaction, 6(2), 1-23. Article 11. https://doi.org/10.3390/mti6020011
https://dspace.library.uu.nl/bitstream/handle/1874/419260/mti_06_00011_v3.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/419260/mti_06_00011_v3.pdf?sequence=1
Escalante, H. J., Kaya, H., Salah, A. A., Escalera, S., Gucluturk, Y., Guclu, U., Baro, X., Guyon, I., Jacques, J. C. S., Madadi, M., Ayache, S., Viegas, E., Gurpinar, F., Wicaksana, A. S., Liem, C., Van Gerven, M. A. J., & Van Lier, R. (2022). Modeling, Recognizing, and Explaining Apparent Personality from Videos. IEEE Transactions on Affective Computing, 13(2), 894-911. https://doi.org/10.1109/TAFFC.2020.2973984
https://dspace.library.uu.nl/bitstream/handle/1874/430282/Modeling_Recognizing_and_Explaining_Apparent_Personality_From_Videos.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/430282/Modeling_Recognizing_and_Explaining_Apparent_Personality_From_Videos.pdf?sequence=1
2021
Wetenschappelijke publicaties
Safavi, S., Kaya, H., Hessels, R. S., Najafian, M., & Hanekamp, S. (2021). 2nd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. 862-863. https://doi.org/10.1145/3462244.3480979
Sogancioglu, G., Kaya, H., & Salah, A. A. (2021). Can mood primitives predict apparent personality? In 2021 9th International Conference on Affective Computing and Intelligent Interaction (ACII) (pp. 1-8). Article 9597444 IEEE. https://doi.org/10.1109/ACII52823.2021.9597444
https://research-portal.uu.nl/ws/files/233448489/Can_mood_primitives_predict_apparent_personality.pdf
https://research-portal.uu.nl/ws/files/233448489/Can_mood_primitives_predict_apparent_personality.pdf
Schuller, B. W., Batliner, A., Bergler, C., Mascolo, C., Han, J., Lefter, I., Kaya, H., Amiriparian, S., Baird, A., Stappen, L., Ottl, S., Gerczuk, M., Tzirakis, P., Brown, C., Chauhan, J., Grammenos, A., Hasthanasombat, A., Spathis, D., Xia, T., ... Kaandorp, C. S. (2021). The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates. 431-435. Paper presented at INTERSPEECH 2021, Brno, Czech Republic. https://doi.org/10.21437/interspeech.2021-19
Zwerts, J. A., Treep, J., Kaandorp, C., Meewis, F., Koot, A. C., & Kaya, H. (2021). Introducing a Central African Primate Vocalisation Dataset for Automated Species Classification. 466-470. Paper presented at INTERSPEECH 2021, Brno, Czech Republic. https://doi.org/10.21437/Interspeech.2021-154
Norder, A., Sogancioglu, G., & Kaya, H. (2021). The more the better? The effect of domain-specific dataset on entity extraction from Dutch criminal records. Paper presented at The 31st Meeting of Computational Linguistics in The Netherlands, Ghent, Belgium.
Doyran, M., Schimmel, A., Baki, P., Ergin, K., Türkmen, B., Akdag, A., Bakkes, S., Kaya, H., Poppe, R., & Salah, A. (2021). MUMBAI: multi-person, multimodal board game affect and interaction analysis dataset. Journal on Multimodal User Interfaces, 15(4), 373–391. https://doi.org/10.1007/s12193-021-00364-0
https://dspace.library.uu.nl/bitstream/handle/1874/411513/Doyran2021_Article_MUMBAIMulti_personMultimodalBo.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/411513/Doyran2021_Article_MUMBAIMulti_personMultimodalBo.pdf?sequence=1
Akdag, A. A., Salah, A. A., Kaya, H., Doyran, M., & Kavcar, E. (2021). The sound of silence: Breathing analysis for finding traces of trauma and depression in oral history archives. Digital Scholarship in the Humanities, 36(S2), ii2–ii8. https://doi.org/10.1093/llc/fqaa056
https://dspace.library.uu.nl/bitstream/handle/1874/432275/fqaa056.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/432275/fqaa056.pdf?sequence=1
2020
Wetenschappelijke publicaties
Crijns, T., Doyran, M., van der Goes, M., Herrera, C., Kaya, H., Kayhan, O. S., Klein, R., Koops, V., Laugs, C., & Odijk, D. (2020). Multimodal Emotion Recognition for Visualizing Storyline in a TV Series. In Proc. ICT with Industry https://ict-research.nl/wordpress/wp-content/uploads/2020/09/Report_final-RTL-2020.pdf
https://dspace.library.uu.nl/bitstream/handle/1874/414828/Report_final_RTL_2020.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/414828/Report_final_RTL_2020.pdf?sequence=1
Baki, P., Kaya, H., Ciftci, E., Gulec, H., & Salah, AA. (2020). Speech Analysis for Automatic Mania Assessment in Bipolar Disorder. In IEEE 28th Signal Processing and Communications Applications Conference (SIU) IEEE.
Laugs, C., Koops, H. V., Odijk, D., Kaya, H., & Volk, A. (2020). The Influence of Blind Source Separation on Mixed Audio Speech and Music Emotion Recognition. 67-71. Paper presented at ICMI 2020 Late Breaking Results, Utrecht, Netherlands. https://doi.org/10.1145/3395035.3425252
Kaya, H., Verkholyak, O., Markitantov, M., Karpov, A., & Markitantov, M. (2020). Combining Clustering and Functionals based Acoustic Feature Representations for Classification of Baby Sounds. 509-513. Paper presented at ICMI 2020 Workshop on Bridging Social Sciences and AI for Understanding Child Behavior, Utrecht, Netherlands. https://doi.org/10.1145/3395035.3425182
Sogancioglu, G., Verkholyak, O., Kaya, H., Fedotov, D., Cadee, T., Salah, A. A., & Karpov, A. (2020). Is Everything Fine, Grandma? Acoustic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition. 2097-2101. Paper presented at INTERSPEECH 2020, Shanghai, China. https://doi.org/10.21437/Interspeech.2020-3160
Markitantov, M., Dresvyanskiy, D., Mamontov, D., Kaya, H., Minker, W., & Karpov, A. (2020). Ensembling End-to-End Deep Models for Computational Paralinguistics Tasks: ComParE 2020 Mask and Breathing Sub-Challenges. 2072-2076. Paper presented at INTERSPEECH 2020, Shanghai, China. https://doi.org/10.21437/Interspeech.2020-2666
Kaya, H., Hessels, R. S., Najafian, M., Hanekamp, S., & Safavi, S. (2020). Bridging Social Sciences and AI for Understanding Child Behaviour. 868-870. Paper presented at International Conference on Multimodal Interaction (ICMI) 2020, Utrecht, Netherlands. https://doi.org/10.1145/3382507.3419745
2019
Wetenschappelijke publicaties
Schimmel, A., Doyran, M., Akdag, A. A., Bakkes, S. C. J., Kaya, H., Poppe, R. W., & Salah, A. A. (2019). Multi-person board game affect analysis dataset: MP-BGAAD. In H. Dibeklioğlu, & E. Sürer (Eds.), Proceedings eNTERFACE’19 : 15th International Summer Workshop on Multimodal Interfaces Computer Engineering Department Bilkent University.
https://dspace.library.uu.nl/bitstream/handle/1874/397133/eNTERFACE19_proceedings.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/397133/eNTERFACE19_proceedings.pdf?sequence=1
Akdag, A. A., Ocak, M., Kavcar, E., Kaya, H., & Salah, A. A. (2019). Hidden in a Breath: Tracing the Breathing Patterns of Survivors of Traumatic Events. Paper presented at Digital Humanities conference 2019, Utrecht, Netherlands.
Salah, A. A., Kaya, H., & Gürpınar, F. (2019). Video-based emotion recognition in the wild. In X. Alameda-Pineda, E. Ricci, & N. Sebe (Eds.), Multimodal behavior analysis in the wild: advances and challenges (pp. 369-386). (Computer vision and pattern recognition series). Academic Press. https://doi.org/10.1016/B978-0-12-814601-9.00031-6
Verkholyak, O., Kaya, H., & Karpov, A. (2019). Modeling Short-Term and Long-Term Dependencies of the Speech Signal for Paralinguistic Emotion Classification. SPIIRAS Proceedings, 18(1), 30-56. https://doi.org/10.15622/sp.18.1.30-56
https://dspace.library.uu.nl/bitstream/handle/1874/388356/3924_Article_Text_7520_1_10_20190225_1_.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/388356/3924_Article_Text_7520_1_10_20190225_1_.pdf?sequence=1
Kaya, H., Tüfekci, P., & Uzun, E. (2019). Predicting CO and NOx emissions from gas turbines: novel data and a benchmark PEMS. TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES, 27(6), 4783-4796. https://doi.org/10.3906/elk-1807-87
https://dspace.library.uu.nl/bitstream/handle/1874/407781/elk_27_6_54_1807_87.pdf?sequence=1
https://dspace.library.uu.nl/bitstream/handle/1874/407781/elk_27_6_54_1807_87.pdf?sequence=1
Kaya, H., Fedotov, D., Dresvyanskiy, D., Doyran, M., Mamontov, D., Markitantov, M., Salah, A. A. A., Kavcar, E., Karpov, A., & Salah, A. A. (2019). Predicting Depression and Emotions in the Cross-roads of Cultures, Para-linguistics, and Non-linguistics. 27-35. Paper presented at the 9th International. https://doi.org/10.1145/3347320.3357691
Kaya, H., Keklik, I., Ensari, T., Alkan, F., & Biricik, Y. (2019). Oak leaf classification: an analysis of features and classifiers. In Scientific Meeting on Electrical-Electronics and Biomedical Engineering and Computer Science, EBBT 2019 Article 8742053 IEEE. https://doi.org/10.1109/EBBT.2019.8742053
Verkholyak, O., Fedotov, D., Kaya, H., Zhang, Y., & Karpov, A. (2019). Hierarchical Two-level Modelling of Emotional States in Spoken Dialog Systems. In 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings (Vol. 2019-May, pp. 6700-6704). Article 8683240 IEEE. https://doi.org/10.1109/ICASSP.2019.8683240
Karslioglu, N., Kaya, H., & Salah, A. A. (2019). Filmlerde Otomatik Duygu Analizi için Sentetik Veri Üretimi ve Çokkipli Birleştirme. In 27th Signal Processing and Communications Applications Conference, SIU 2019 Article 8806449 IEEE. https://doi.org/10.1109/SIU.2019.8806449
https://research-portal.uu.nl/ws/files/236340197/Movie_Emotion_Estimation_with_Multimodal_Fusion_and_Synthetic_Data_Generation.pdf
https://research-portal.uu.nl/ws/files/236340197/Movie_Emotion_Estimation_with_Multimodal_Fusion_and_Synthetic_Data_Generation.pdf
2018
Wetenschappelijke publicaties
Kaya, H., & Karpov, A. A. (2018). Efficient and effective strategies for cross-corpus acoustic emotion recognition. Neurocomputing, 275, 1028-1034. https://doi.org/10.1016/j.neucom.2017.09.049
Kaya, H., Fedotov, D., Yeşilkanat, A., Verkholyak, O., Zhang, Y., & Karpov, A. (2018). LSTM based cross-corpus and cross-task acoustic emotion recognition. In INTERSPEECH-2018 (Vol. 2018-September, pp. 521-525) https://doi.org/10.21437/Interspeech.2018-2298
Fedotov, D., Kaya, H., & Karpov, A. (2018). Context Modeling for Cross-Corpus Dimensional Acoustic Emotion Recognition: Challenges and Mixup. In R. Potapova, O. Jokisch, & A. Karpov (Eds.), Speech and Computer - 20th International Conference, SPECOM 2018, Proceedings (pp. 155-165). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11096 LNAI). Springer. https://doi.org/10.1007/978-3-319-99579-3_17
Timar, Y., Karslioglu, N., Kaya, H., & Salah, A. A. (2018). Feature selection and multimodal fusion for estimating emotions evoked by movie clips. In ICMR 2018 - Proceedings of the 2018 ACM International Conference on Multimedia Retrieval (pp. 405-412). Association for Computing Machinery. https://doi.org/10.1145/3206025.3206074
Ciftci, E., Kaya, H., Gulec, H., & Salah, A. A. (2018). The Turkish Audio-Visual Bipolar Disorder Corpus. In 2018 1st Asian Conference on Affective Computing and Intelligent Interaction, ACII Asia 2018 Article 8470362 IEEE. https://doi.org/10.1109/ACIIAsia.2018.8470362
Ringeval, F., Cowie, R., Amiriparian, S., Michaud, A., Schuller, B., Kaya, H., Cummins, N., Çiftçi, E., Valstar, M., Schmitt, M., Lalanne, D., Güleç, H., Salah, A. A., & Pantic, M. (2018). AVEC 2018 Workshop and Challenge: Bipolar disorder and cross-cultural affect recognition. In AVEC 2018 - Proceedings of the 2018 Audio/Visual Emotion Challenge and Workshop, co-located with MM 2018 (pp. 3-13). Association for Computing Machinery. https://doi.org/10.1145/3266302.3266316
2017
Wetenschappelijke publicaties
Kaya, H., Gürpınar, F., & Salah, A. A. (2017). Video-based emotion recognition in the wild using deep transfer learning and score fusion. Image and Vision Computing, 65, 66-75. https://doi.org/10.1016/j.imavis.2017.01.012
Kaya, H., Salah, A. A., Karpov, A., Frolova, O., Grigorev, A., & Lyakso, E. (2017). Emotion, age, and gender classification in children's speech by humans and machines. Computer Speech and Language, 46, 268-283. https://doi.org/10.1016/j.csl.2017.06.002
Kaya, H., Gurpinar, F., & Salah, A. A. (2017). Multi-modal Score Fusion and Decision Trees for Explainable Automatic Job Candidate Screening from Video CVs. In Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2017 (Vol. 2017-July, pp. 1651-1659). Article 8014944 IEEE. https://doi.org/10.1109/CVPRW.2017.210
Karslioglu, N., Timar, Y., Salah, A. A., & Kaya, H. (2017). BOUN-NKU in mediaeval 2017 emotional impact of movies task. (CEUR Workshop Proceedings).
Kaya, H., & Karpov, A. A. (2017). Introducing weighted kernel classifiers for handling imbalanced paralinguistic corpora: Snoring, addressee and cold. In INTERSPEECH-2017 (Vol. 2017-August, pp. 3527-3531). (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH). https://doi.org/10.21437/Interspeech.2017-653
2016
Wetenschappelijke publicaties
Kaya, H., & Salah, A. A. (2016). Combining modality-specific extreme learning machines for emotion recognition in the wild. Journal on Multimodal User Interfaces, 10(2), 139-149. https://doi.org/10.1007/s12193-015-0175-6
Kaya, H., Karpov, A. A., & Salah, A. A. (2016). Robust acoustic emotion recognition based on cascaded normalization and extreme learning machines. In L. Cheng, Q. Liu, & A. Ronzhin (Eds.), Advances in Neural Networks - 13th International Symposium on Neural Networks, ISNN 2016, Proceedings (pp. 115-123). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9719). Springer. https://doi.org/10.1007/978-3-319-40663-3_14
Saygili, A., Kaya, H., & Albayrak, S. (2016). Diz MR Görüntülerinde Menisküs Bölgelerinin Otomatik Tespiti. In 2016 24th Signal Processing and Communication Application Conference, SIU 2016 - Proceedings (pp. 1337-1340). Article 7495995 IEEE. https://doi.org/10.1109/SIU.2016.7495995
Kaya, H., & Karpov, A. A. (2016). Fusing acoustic feature representations for computational paralinguistics tasks. In INTERSPEECH-2016 (Vol. 08-12-September-2016, pp. 2046-2050). (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH). https://doi.org/10.21437/Interspeech.2016-995
Gürpınar, F., Kaya, H., & Salah, A. A. (2016). Combining deep facial and ambient features for first impression estimation. In G. Hua, & H. Jegou (Eds.), Computer Vision – ECCV 2016 Workshops, Proceedings (pp. 372-385). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9915 LNCS). Springer. https://doi.org/10.1007/978-3-319-49409-8_30
Gurpinar, F., Kaya, H., Dibeklioglu, H., & Salah, A. A. (2016). Kernel ELM and CNN Based Facial Age Estimation. In Proceedings - 29th IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2016 (pp. 785-791). Article 7789593 IEEE. https://doi.org/10.1109/CVPRW.2016.103
Gürpinar, F., Kaya, H., & Salah, A. A. (2016). Multimodal fusion of audio, scene, and face features for first impression estimation. In 2016 23rd International Conference on Pattern Recognition, ICPR 2016 (Vol. 0, pp. 43-48). Article 7899605 IEEE. https://doi.org/10.1109/ICPR.2016.7899605
2015
Wetenschappelijke publicaties
Lyakso, E., Frolova, O., Dmitrieva, E., Grigorev, A., Kaya, H., Salah, A. A., & Karpov, A. (2015). EmoChildRu: Emotional child Russian speech corpus. In A. Ronzhin, R. Potapova, & N. Fakotakis (Eds.), Speech and Computer - 17th International Conference, SPECOM 2015, Proceedings (pp. 144-152). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9319). Springer. https://doi.org/10.1007/978-3-319-23132-7_18
Vegas, M., Halfon, S., Cavdar, A., & Kaya, H. (2015). When interventions make an impact: An empirical investigation of analyst's communications and patient's productivity. Psychoanalytic Psychology, 32(4), 580-607. https://doi.org/10.1037/a0039020
Kaya, H., Özkaptan, T., Salah, A. A., & Gurgen, F. (2015). Random discriminative projection based feature selection with application to conflict recognition. IEEE Signal Processing Letters, 22(6), 671-675. Article 6936899. https://doi.org/10.1109/LSP.2014.2365393
Kaya, H., Karpov, A. A., & Salah, A. A. (2015). Fisher vectors with cascaded normalization for paralinguistic analysis. In INTERSPEECH-2015 (Vol. 2015-January, pp. 909-913). (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).
Kaya, H., Gürpinar, F., Afshar, S., & Salah, A. A. (2015). Contrasting and combining least squares based learners for emotion recognition in the wild. In ICMI 2015 - Proceedings of the 2015 ACM International Conference on Multimodal Interaction (pp. 459-466). Association for Computing Machinery. https://doi.org/10.1145/2818346.2830588
2014
Wetenschappelijke publicaties
Kaya, H., & Salah, A. A. (2014). Combining modality-specific extreme learning machines for emotion recognition in the wild. In ICMI 2014 - Proceedings of the 2014 International Conference on Multimodal Interaction (pp. 487-493). Association for Computing Machinery. https://doi.org/10.1145/2663204.2666273
Kaya, H. (2014). Speaker- And corpus-independent methods for affect classification in computational paralinguistics. In ICMI 2014 - Proceedings of the 2014 International Conference on Multimodal Interaction (pp. 359-363). Association for Computing Machinery. https://doi.org/10.1145/2663204.2666284
Kaya, H., & Salah, A. A. (2014). Eyes whisper depression: A CCA based multimodal approach. In MM 2014 - Proceedings of the 2014 ACM Conference on Multimedia (pp. 961-964). Association for Computing Machinery. https://doi.org/10.1145/2647868.2654978
Kaya, H., & Salah, A. A. (2014). Continuous mapping of personality traits: A novel challenge and failure conditions. In MAPTRAITS 2014 - Proceedings of the 1st ACM Audio/Video Mapping Personality Traits Challenge and Workshop, Co-located with ICMI 2014 (pp. 17-24). Association for Computing Machinery. https://doi.org/10.1145/2668024.2668025
Kaya, H., Eyben, F., Salah, A. A., & Schuller, B. (2014). CCA based feature selection with application to continuous depression recognition from acoustic speech features. In 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014 (pp. 3729-3733). Article 6854298 IEEE. https://doi.org/10.1109/ICASSP.2014.6854298
Kaya, H., Salali, A. A., Gurgen, S. F., & Ekenel, H. (2014). Boǧaziçi üniversitesi türkçe duygulu konuşma veritabani üzerinde deneyler için protokol ve taban çizgis. In 2014 22nd Signal Processing and Communications Applications Conference, SIU 2014 - Proceedings (pp. 1698-1701). Article 6830575 IEEE. https://doi.org/10.1109/SIU.2014.6830575
Kaya, H., Özkaptan, T., Salah, A. A., & Gürgen, S. F. (2014). Canonical correlation analysis and local fisher discriminant analysis based multi-view acoustic feature reduction for physical load prediction. In INTERSPEECH-2014 (pp. 442-446). (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).
Kaya, H., Çilli, F., & Salah, A. A. (2014). Ensemble CCA for continuous emotion prediction. In AVEC 2014 - Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge, Workshop of MM 2014 (pp. 19-26). Association for Computing Machinery. https://doi.org/10.1145/2661806.2661814
2013
Wetenschappelijke publicaties
Kaya, H., Kurşun, O., & Gürgen, F. (2013). Posterior probability convergence of k-NN classification and K-means clustering. In Proc. 27th International Symposium on Computer and Information Sciences, ISCIS 2012 (pp. 171-179) https://doi.org/10.1007/978-1-4471-4594-3-18
Uzun, Ö., Kaya, H., Gürgen, F., & Varol, F. G. (2013). Olasiliksal siniflandiricilar ile doǧum öncesinde trizomi 21 risk hesaplamas. In 2013 21st Signal Processing and Communications Applications Conference, SIU 2013 Article 6531604 https://doi.org/10.1109/SIU.2013.6531604
2010
Wetenschappelijke publicaties
Kaya, H., Kurşun, O., & Şeker, H. (2010). Stacking class probabilities obtained from view-based cluster ensembles. In Artificial Intelligence and Soft Computing - 10th International Conference, ICAISC 2010 (PART 1 ed., pp. 397-404). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6113 LNAI, No. PART 1). https://doi.org/10.1007/978-3-642-13208-7_50