Heysem Kaya

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 58

Top Topics

Social Sciences

Feature Representations

Kernel Classifiers

Multimodal Fusion

Top Venues

Publications

Denis Dresvyanskiy, Maxim Markitantov, Jiawei Yu, Peitong Li, Heysem Kaya, Alexey Karpov
SUN Team's Contribution to ABAW 2024 Competition: Audio-visual Valence-Arousal Estimation and Expression Recognition. CoRR (2024)
Elena Ryumina, Maxim Markitantov, Dmitry Ryumin, Heysem Kaya, Alexey Karpov
Audio-Visual Compound Expression Recognition Method based on Late Modality Fusion and Rule-based Decision. CoRR (2024)
Elena Ryumina, Dmitry Ryumin, Maxim Markitantov, Heysem Kaya, Alexey Karpov
Multimodal Personality Traits Assessment (MuPTA) Corpus: The Impact of Spontaneous and Read Speech. INTERSPEECH (2023)
Tessel Haagen, Heysem Kaya, Joop Snijder, Melchior Nierman
AutoXplain: Towards Automated Interpretable Model Selection. xAI (Late-breaking Work, Demos, Doctoral Consortium) (2023)
Gizem Sogancioglu, Heysem Kaya, Albert Ali Salah
Using Explainability for Bias Mitigation: A Case Study for Fair Recruitment Assessment. ICMI (2023)
Heysem Kaya, Anouk Neerincx, Maryam Najafian, Saeid Safavi
4th ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. ICMI (2023)
Florian van der Steen, Fré Vink, Heysem Kaya
Privacy Constrained Fairness Estimation for Decision Trees. CoRR (2023)
Gizem Sogancioglu, Heysem Kaya, Albert Ali Salah
The effects of gender bias in word embeddings on patient phenotyping in the mental health domain. ACII (2023)
Kaya ter Burg, Heysem Kaya
Comparing Approaches for Explaining DNN-Based Facial Expression Classifications. Algorithms 15 (10) (2022)
Floris Van Steijn, Gizem Sogancioglu, Heysem Kaya
Text-based Interpretable Depression Severity Modeling via Symptom Predictions. ICMI (2022)
Alena Velichko, Maxim Markitantov, Heysem Kaya, Alexey Karpov
Complex Paralinguistic Analysis of Speech: Predicting Gender, Emotions and Deception in a Hierarchical Framework. INTERSPEECH (2022)
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, Furkan Gürpinar, Achmadnoer Sukma Wicaksana, Cynthia C. S. Liem, Marcel A. J. van Gerven, Rob van Lier
Modeling, Recognizing, and Explaining Apparent Personality From Videos. IEEE Trans. Affect. Comput. 13 (2) (2022)
Pinar Baki, Heysem Kaya, Elvan Çiftçi, Hüseyin Güleç, Albert Ali Salah
Speech Analysis for Automatic Mania Assessment in Bipolar Disorder. CoRR (2022)
Anika van der Klis, Heysem Kaya, Maryam Najafian, Saeid Safavi
3rd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. ICMI (2022)
Pinar Baki, Heysem Kaya, Elvan Çiftçi, Hüseyin Güleç, Albert Ali Salah
A Multimodal Approach for Mania Level Prediction in Bipolar Disorder. IEEE Trans. Affect. Comput. 13 (4) (2022)
Denis Dresvyanskiy, Elena Ryumina, Heysem Kaya, Maxim Markitantov, Alexey Karpov, Wolfgang Minker
End-to-End Modeling and Transfer Learning for Audiovisual Emotion Recognition in-the-Wild. Multimodal Technol. Interact. 6 (2) (2022)
Dani Krebbers, Heysem Kaya, Alexey Karpov
Multi-level Fusion of Fisher Vector Encoded BERT and Wav2vec 2.0 Embeddings for Native Language Identification. SPECOM (2022)
Gizem Sogancioglu, Heysem Kaya
The effects of gender bias in word embeddings on depression prediction. CoRR (2022)
Francisca Pessanha, Heysem Kaya, Alkim Almila Akdag Salah, Albert Ali Salah
Towards using Breathing Features for Multimodal Estimation of Depression Severity. ICMI (2022)
Thomas Borger, Pablo Mosteiro, Heysem Kaya, Emil Rijcken, Albert Ali Salah, Floortje Scheepers, Marco Spruit
Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting. CoRR (2022)
Thomas Borger, Pablo Mosteiro, Heysem Kaya, Emil Rijcken, Albert Ali Salah, Floortje Scheepers, Marco Spruit
Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting. Expert Syst. Appl. 199 (2022)
Gizem Sogancioglu, Heysem Kaya, Albert Ali Salah
Can mood primitives predict apparent personality? ACII (2021)
Metehan Doyran, Arjan Schimmel, Pinar Baki, Kübra Ergin, Batikan Türkmen, Alkim Almila Akdag Salah, Sander C. J. Bakkes, Heysem Kaya, Ronald Poppe, Albert Ali Salah
MUMBAI: multi-person, multimodal board game affect and interaction analysis dataset. J. Multimodal User Interfaces 15 (4) (2021)
Saeid Safavi, Heysem Kaya, Roy S. Hessels, Maryam Najafian, Sandra Hanekamp
2nd ICMI Workshop on Bridging Social Sciences and AI for Understanding Child Behaviour. ICMI (2021)
Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp, Floor Meewis, Amparo C. Koot, Heysem Kaya
Introducing a Central African Primate Vocalisation Dataset for Automated Species Classification. Interspeech (2021)
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, Panagiotis Tzirakis, Chloë Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Léon J. M. Rothkrantz, Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp
The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates. Interspeech (2021)
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, Panagiotis Tzirakis, Chloë Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Léon J. M. Rothkrantz, Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp
The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates. CoRR (2021)
Alkim Almila Akdag Salah, Albert Ali Salah, Heysem Kaya, Metehan Doyran, Evrim Kavcar
The sound of silence: Breathing analysis for finding traces of trauma and depression in oral history archives. Digit. Scholarsh. Humanit. 36 (Supplement) (2021)
Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp, Floor Meewis, Amparo C. Koot, Heysem Kaya
Introducing a Central African Primate Vocalisation Dataset for Automated Species Classification. CoRR (2021)
Denis Dresvyanskiy, Elena Ryumina, Heysem Kaya, Maxim Markitantov, Alexey A. Karpov, Wolfgang Minker
An Audio-Video Deep and Transfer Learning Framework for Multimodal Emotion Recognition in the wild. CoRR (2020)
Maxim Markitantov, Denis Dresvyanskiy, Danila Mamontov, Heysem Kaya, Wolfgang Minker, Alexey Karpov
Ensembling End-to-End Deep Models for Computational Paralinguistics Tasks: ComParE 2020 Mask and Breathing Sub-Challenges. INTERSPEECH (2020)
Heysem Kaya, Oxana Verkholyak, Maxim Markitantov, Alexey Karpov
Combining Clustering and Functionals based Acoustic Feature Representations for Classification of Baby Sounds. ICMI Companion (2020)
Heysem Kaya, Roy S. Hessels, Maryam Najafian, Sandra Hanekamp, Saeid Safavi
Bridging Social Sciences and AI for Understanding Child Behaviour. ICMI (2020)
Casper Laugs, Hendrik Vincent Koops, Daan Odijk, Heysem Kaya, Anja Volk
The Influence of Blind Source Separation on Mixed Audio Speech and Music Emotion Recognition. ICMI Companion (2020)
Gizem Sogancioglu, Oxana Verkholyak, Heysem Kaya, Dmitrii Fedotov, Tobias Cadèe, Albert Ali Salah, Alexey Karpov
Is Everything Fine, Grandma? Acoustic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition. CoRR (2020)
Gizem Sogancioglu, Oxana Verkholyak, Heysem Kaya, Dmitrii Fedotov, Tobias Cadèe, Albert Ali Salah, Alexey Karpov
Is Everything Fine, Grandma? Acoustic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition. INTERSPEECH (2020)
Heysem Kaya, Dmitrii Fedotov, Denis Dresvyanskiy, Metehan Doyran, Danila Mamontov, Maxim Markitantov, Alkim Almila Akdag Salah, Evrim Kavcar, Alexey Karpov, Albert Ali Salah
Predicting Depression and Emotions in the Cross-roads of Cultures, Para-linguistics, and Non-linguistics. AVEC@MM (2019)
Heysem Kaya, Pinar Tüfekçi, Erdinç Uzun
Predicting CO and NOxemissions from gas turbines: novel data and abenchmark PEMS. Turkish J. Electr. Eng. Comput. Sci. 27 (6) (2019)
Nihan Karslioglu, Heysem Kaya, Albert Ali Salah
Movie Emotion Estimation with Multimodal Fusion and Synthetic Data Generation. SIU (2019)
Oxana Verkholyak, Dmitrii Fedotov, Heysem Kaya, Yang Zhang, Alexey Karpov
Hierarchical Two-level Modelling of Emotional States in Spoken Dialog Systems. ICASSP (2019)
Heysem Kaya, Alexey A. Karpov
Efficient and effective strategies for cross-corpus acoustic emotion recognition. Neurocomputing 275 (2018)
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, Furkan Gürpinar, Achmadnoer Sukma Wicaksana, Cynthia C. S. Liem, Marcel A. J. van Gerven, Rob van Lier
Explaining First Impressions: Modeling, Recognizing, and Explaining Apparent Personality from Videos. CoRR (2018)
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, Albert Ali Salah, Maja Pantic
AVEC 2018 Workshop and Challenge: Bipolar Disorder and Cross-Cultural Affect Recognition. AVEC@MM (2018)
Yasemin Timar, Nihan Karslioglu, Heysem Kaya, Albert Ali Salah
Feature Selection and Multimodal Fusion for Estimating Emotions Evoked by Movie Clips. ICMR (2018)
Heysem Kaya, Dmitrii Fedotov, Ali Yesilkanat, Oxana Verkholyak, Yang Zhang, Alexey Karpov
LSTM Based Cross-corpus and Cross-task Acoustic Emotion Recognition. INTERSPEECH (2018)
Dmitrii Fedotov, Heysem Kaya, Alexey Karpov
Context Modeling for Cross-Corpus Dimensional Acoustic Emotion Recognition: Challenges and Mixup. SPECOM (2018)
Nihan Karslioglu, Yasemin Timar, Albert Ali Salah, Heysem Kaya
BOUN-NKU in MediaEval 2017 Emotional Impact of Movies Task. MediaEval (2017)
Heysem Kaya, Alexey A. Karpov
Introducing Weighted Kernel Classifiers for Handling Imbalanced Paralinguistic Corpora: Snoring, Addressee and Cold. INTERSPEECH (2017)
Heysem Kaya, Furkan Gürpinar, Albert Ali Salah
Video-based emotion recognition in the wild using deep transfer learning and score fusion. Image Vis. Comput. 65 (2017)
Heysem Kaya, Furkan Gürpinar, Albert Ali Salah
Multi-modal Score Fusion and Decision Trees for Explainable Automatic Job Candidate Screening from Video CVs. CVPR Workshops (2017)
Heysem Kaya, Albert Ali Salah, Alexey Karpov, Olga V. Frolova, Aleksey Grigorev, Elena E. Lyakso
Emotion, age, and gender classification in children's speech by humans and machines. Comput. Speech Lang. 46 (2017)
Ahmet Saygili, Heysem Kaya, Songul Albayrak
Automatic detection of meniscal area in the knee MR images. SIU (2016)
Heysem Kaya, Alexey A. Karpov, Albert Ali Salah
Robust Acoustic Emotion Recognition Based on Cascaded Normalization and Extreme Learning Machines. ISNN (2016)
Furkan Gürpinar, Heysem Kaya, Albert Ali Salah
Combining Deep Facial and Ambient Features for First Impression Estimation. ECCV Workshops (3) (2016)
Furkan Gürpinar, Heysem Kaya, Albert Ali Salah
Multimodal fusion of audio, scene, and face features for first impression estimation. ICPR (2016)
Heysem Kaya, Alexey A. Karpov
Fusing Acoustic Feature Representations for Computational Paralinguistics Tasks. INTERSPEECH (2016)
Heysem Kaya, Albert Ali Salah
Combining modality-specific extreme learning machines for emotion recognition in the wild. J. Multimodal User Interfaces 10 (2) (2016)
Furkan Gürpinar, Heysem Kaya, Hamdi Dibeklioglu, Albert Ali Salah
Kernel ELM and CNN Based Facial Age Estimation. CVPR Workshops (2016)
Heysem Kaya, Tugçe Özkaptan, Albert Ali Salah, Fikret Gürgen
Random Discriminative Projection Based Feature Selection with Application to Conflict Recognition. IEEE Signal Process. Lett. 22 (6) (2015)
Heysem Kaya, Albert Ali Salah
Adaptive Mixtures of Factor Analyzers. CoRR (2015)
Heysem Kaya, Furkan Gürpinar, Sadaf Afshar, Albert Ali Salah
Contrasting and Combining Least Squares Based Learners for Emotion Recognition in the Wild. ICMI (2015)
Elena E. Lyakso, Olga V. Frolova, Evgeniya Dmitrieva, Aleksei Grigorev, Heysem Kaya, Albert Ali Salah, Alexey Karpov
EmoChildRu: Emotional Child Russian Speech Corpus. SPECOM (2015)
Heysem Kaya, Alexey Karpov, Albert Ali Salah
Fisher vectors with cascaded normalization for paralinguistic analysis. INTERSPEECH (2015)
Heysem Kaya, Albert Ali Salah
Continuous Mapping of Personality Traits: A Novel Challenge and Failure Conditions. MAPTRAITS@ICMI (2014)
Heysem Kaya, Albert Ali Salah
Combining Modality-Specific Extreme Learning Machines for Emotion Recognition in the Wild. ICMI (2014)
Heysem Kaya, Albert Ali Salah
Eyes Whisper Depression: A CCA based Multimodal Approach. ACM Multimedia (2014)
Heysem Kaya
Speaker- and Corpus-Independent Methods for Affect Classification in Computational Paralinguistics. ICMI (2014)
Heysem Kaya, Albert Ali Salah, Sadik Fikret Gürgen, Hazim Kemal Ekenel
Protocol and baseline for experiments on Bogazici University Turkish emotional speech corpus. SIU (2014)
Heysem Kaya, Fazilet Çilli, Albert Ali Salah
Ensemble CCA for Continuous Emotion Prediction. AVEC@MM (2014)
Heysem Kaya, Tugçe Özkaptan, Albert Ali Salah, Sadik Fikret Gürgen
Canonical correlation analysis and local fisher discriminant analysis based multi-view acoustic feature reduction for physical load prediction. INTERSPEECH (2014)
Heysem Kaya, Florian Eyben, Albert Ali Salah, Björn W. Schuller
CCA based feature selection with application to continuous depression recognition from acoustic speech features. ICASSP (2014)
Omer Uzun, Heysem Kaya, Fikret Gürgen, Füsun Varol
Prenatal risk assessment of Trisomy 21 by probabilistic classifiers. SIU (2013)
Heysem Kaya, Olcay Kursun, Fikret Gürgen
Posterior Probability Convergence of k-NN Classification and K-Means Clustering. ISCIS (2012)
Heysem Kaya, Olcay Kursun, Huseyin Seker
Stacking Class Probabilities Obtained from View-Based Cluster Ensembles. ICAISC (1) (2010)