By Dr Md Zakir Hossain

Book Chapters

Chen X; Khan MAR; Hasan MR; Gedeon T; Hossain MZ, 2024, 'C3-PO: A Convolutional Neural Network for COVID Onset Prediction from Cough Sounds', in MultiMedia Modeling, Springer Nature, pp. 355 - 368, http://dx.doi.org/10.1007/978-3-031-53311-2_26

Zhou Y; Hasan MR; Hasan MM; Zia A; Hossain MZ, 2024, 'How Do Native and Non-native Listeners Differ? Investigation with Dominant Frequency Bands in Auditory Evoked Potential', in Neural Information Processing, Springer Nature, pp. 350 - 361, http://dx.doi.org/10.1007/978-981-99-8138-0_28

Rahman Khan MA; Ahmed KA; Hossain MZ, 2022, 'Machine Learning to Predict Rapeseed Traits from RNA-seq Data', in Workshops at 18th International Conference on Intelligent Environments (IE2022), IOS Press, http://dx.doi.org/10.3233/aise220031

Liu Y-H; Spiller M; Ma J; Gedeon T; Hossain MZ; Islam A; Bierig R, 2020, 'User Engagement with Driving Simulators: An Analysis of Physiological Signals', in HCI International 2020 – Late Breaking Papers: Digital Human Modeling and Ergonomics, Mobility and Intelligent Environments, Springer Nature, pp. 130 - 149, http://dx.doi.org/10.1007/978-3-030-59987-4_10

Journal articles

Hasan R; Yao Y; Hossain Z; Krishna A; Rudas I; Rahman S; Gedeon T, 2026, 'Labels Generated by Large Language Models Help Measure Peoples Empathy in Vitro', IEEE Journal of Selected Topics in Signal Processing, 20, pp. 213 - 226, http://dx.doi.org/10.1109/jstsp.2026.3671186

Du Y; Ahmed KA; Mondal HS; Hossain MZ, 2026, 'Ligand-based prediction of anti-bacterial compounds: Overcoming class imbalance in molecular data', Computational Biology and Chemistry, 120, pp. 108778, http://dx.doi.org/10.1016/j.compbiolchem.2025.108778

Du Y; Ahmed KA; Hasan R; Hossain Z, 2025, 'Investigating the Impact of Antibiotics on Environmental Microbiota Through Machine Learning Models', IET Systems Biology, 19, pp. e70009, http://dx.doi.org/10.1049/syb2.70009

Jobayer M; Taylor A; Hasan MR; Ahmed KA; Hossain MZ, 2025, 'Machine learning to predict gut microbiomes of agricultural pests', Neural Computing and Applications, 37, pp. 8435 - 8449, http://dx.doi.org/10.1007/s00521-025-10999-9

Mondal HS; Feng Y; Biswas G; Hossain Z, 2024, 'Applications and Challenges of DNA-Based Electrochemical Biosensors for Monitoring Health: A Systematic Review', DNA, 4, pp. 300 - 317, http://dx.doi.org/10.3390/dna4030020

Shen Y; Hossain MZ; Ahmed KA; Rahman S, 2024, 'An open set model for pest identification', Computational Biology and Chemistry, 108, pp. 108002, http://dx.doi.org/10.1016/j.compbiolchem.2023.108002

Liu X; Hasan MR; Gedeon T; Hossain MZ, 2024, 'MADE-for-ASD: A multi-atlas deep ensemble network for diagnosing Autism Spectrum Disorder', Computers in Biology and Medicine, 182, pp. 109083, http://dx.doi.org/10.1016/j.compbiomed.2024.109083

Mondal HS; Ahmed KA; Birbilis N; Hossain MZ, 2023, 'Machine learning for detecting DNA attachment on SPR biosensor', Scientific Reports, 13, pp. 3742, http://dx.doi.org/10.1038/s41598-023-29395-1

Liu X; Hasan MR; Ahmed KA; Hossain MZ, 2023, 'Machine learning to analyse omic-data for COVID-19 diagnosis and prognosis', BMC Bioinformatics, 24, pp. 7, http://dx.doi.org/10.1186/s12859-022-05127-6

Hossain MZ; Daskalaki E; Brüstle A; Desborough J; Lueck CJ; Suominen H, 2022, 'The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review', BMC Medical Informatics and Decision Making, 22, http://dx.doi.org/10.1186/s12911-022-01985-5

Wei X; Hossain MZ; Ahmed KA, 2022, 'A ResNet attention model for classifying mosquitoes from wing-beating sounds', Scientific Reports, 12, pp. 10334, http://dx.doi.org/10.1038/s41598-022-14372-x

Uddin MB; Hossain MZ; Ahmad M; Ahmed N; Rashid MA, 2014, 'Effects of Caffeinated Beverage Consumption on Electrocardiographic Parameters among Healthy Adults', Modern Applied Science, 8, http://dx.doi.org/10.5539/mas.v8n2p69

Kabir ANME; Hossain MZ; Rashid MA; Saifuddin WOA; Shahjahan M, 2014, 'Extraction of Inherent Frequency Components of Multiway EEG Data Using Two-Stage Neural Canonical Correlation Analysis', Modern Applied Science, 8, http://dx.doi.org/10.5539/mas.v8n1p164

Conference Papers

Wang L; Hossain Z; Gedeon T; Pan Z; Islam S; Islam R; George Y; Ghosh S, 2026, 'TIME 2026: 2nd International Workshop on Transformative Insights in Multi-faceted Evaluation', Association for Computing Machinery (ACM), pp. 1199 - 1202, presented at Companion Proceedings of the ACM Web Conference 2026, http://dx.doi.org/10.1145/3774905.3794670

Datta S; Datta G; Gedeon T; Hossain Z, 2025, 'Painthenticate: Feature Engineering on Multimodal Physiological Signals', Association for Computing Machinery (ACM), pp. 177 - 184, presented at Companion Proceedings of the 27th International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3747327.3764894

Wang J; Mondal HS; Gedeon T; Hossain Z, 2025, 'When Robots Listen: Predicting Empathy Valence from Multimodal Storytelling Data', Association for Computing Machinery (ACM), pp. 415 - 423, presented at Proceedings of the 27th International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3716553.3750778

Wang L; Hossain MZ; Islam S; Gedeon T; Alghowinem S; Yu I; Bono S; Zhu X; Nguyen G; Al Hasan Haldar N; Jalali SMJ; Razzaque MA; Razzak I; Islam MR; Uddin S; Janjua N; Krishna A; Ashraf M, 2025, 'TIME 2025: 1st International Workshop on Transformative Insights in Multi-faceted Evaluation', in Www Companion 2025 Companion Proceedings of the ACM Web Conference 2025, pp. 1848 - 1851, http://dx.doi.org/10.1145/3701716.3717748

Chen Y; Yao Y; Yang R; Hossain MZ; Gupta A; Gedeon T, 2025, 'Unsupervised Search for Ethnic Minorities' Medical Segmentation Training Set', in 2025 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), IEEE, INDIA, Hyderabad, presented at 2025 International Conference on Acoustics Speech and Signal Processing-ICASSP-Annual, INDIA, Hyderabad, 06 April 2025 - 11 April 2025

Yang Y; Bose U; Broadbent J; Stockwell S; Byrne K; Hossain Z; Stone E; Dillon S, 2025, 'Flowering Time Prediction of Wheat From DIA-MS Data', Institute of Electrical and Electronics Engineers (IEEE), pp. 4810 - 4820, presented at 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), http://dx.doi.org/10.1109/wacv61041.2025.00471

Hossain MZ; Jin Z; Gedeon T; Biswas A; Tabassum R; Shubho FH; Rahman S, 2025, 'Aggregated Fuzzy Signature Structures for Multi-class Medical Diagnosis', in Communications in Computer and Information Science, Springer Nature, pp. 16 - 30, http://dx.doi.org/10.1007/978-981-96-6960-8_2

Hossain MZ; Zheng J; Rahman Khan MA; Rahman S; Gedeon T, 2025, 'Generating Realistic Images: Leveraging Frozen Large Diffusion Models', in Communications in Computer and Information Science, Springer Nature, pp. 305 - 318, http://dx.doi.org/10.1007/978-981-96-6975-2_21

Chen Z; Wang Q; Tang Z; Hossain MZ, 2025, 'Graph-Augmented Sparse Attention for Medical Image Segmentation', in Lecture Notes in Computer Science, Springer Nature, pp. 355 - 368, http://dx.doi.org/10.1007/978-981-96-6585-3_25

Zhang Z; Ahmed KA; Hasan MR; Gedeon T; Hossain MZ, 2024, 'A Deep Learning Approach to Diabetes Diagnosis', in Communications in Computer and Information Science, Springer Nature, pp. 87 - 99, http://dx.doi.org/10.1007/978-981-97-5937-8_8

Shaiok LS; Hoque I; Hasan MR; Ghosh S; Gedeon T; Hossain MZ, 2024, 'Attention-Based Multi-layer Perceptron to Categorize Affective Videos from Viewer’s Physiological Signals', in Communications in Computer and Information Science, Springer Nature, pp. 25 - 34, http://dx.doi.org/10.1007/978-981-97-5934-7_3

Yang Y; Hossain MZ; Li X; Rahman S; Stone E, 2024, 'Spatial Transcriptomics Analysis of Zero-Shot Gene Expression Prediction', in Lecture Notes in Computer Science, Springer Nature, pp. 492 - 502, http://dx.doi.org/10.1007/978-3-031-72083-3_46

Wang S; Mondal HS; Liu X; Gedeon T; Hossain Z, 2023, 'Interpretable Machine Learning for Identifying Importance of Diabetes Parameters', Institute of Electrical and Electronics Engineers (IEEE), pp. 1 - 6, presented at 2023 6th International Conference on Electrical Information and Communication Technology (EICT), http://dx.doi.org/10.1109/eict61409.2023.10427949

Hasan MR; Hossain MZ; Gedeon T; Soon S; Rahman S, 2023, 'Curtin OCAI at WASSA 2023 Empathy, Emotion and Personality Shared Task: Demographic-Aware Prediction Using Multiple Transformers', Association for Computational Linguistics (ACL), pp. 536 - 541, presented at Proceedings of the 13th Workshop on Computational Approaches to Subjectivity, Sentiment, & Social Media Analysis, http://dx.doi.org/10.18653/v1/2023.wassa-1.47

Wu F; Hasan MR; Hossain MZ, 2022, 'An Evolutionary-based Neural Network for Distinguishing between Genuine and Posed Anger from Observers’ Pupillary Responses', INSTICC, pp. 653 - 661, presented at Proceedings of the 14th International Conference on Agents and Artificial Intelligence, http://dx.doi.org/10.5220/0010985100003116

Lam JS; Hasan MR; Ahmed KA; Hossain MZ, 2022, 'Machine Learning to Diagnose Neurodegenerative Multiple Sclerosis Disease', in Communications in Computer and Information Science, Springer Nature, pp. 251 - 262, http://dx.doi.org/10.1007/978-981-19-8234-7_20

Cui R; Daskalaki E; Hossain MZ; Lenskiy A; Nolan CJ; Suominen H, 2021, 'A Significance Assessment of Diabetes Diagnostic Biomarkers Using Machine Learning', in Studies in Health Technology and Informatics, pp. 36 - 38, http://dx.doi.org/10.3233/SHTI210657

Hossain MZ; Ahmed KA; Shen Y; Rahman S, 2021, 'Systematics of Tephritid Fruit Flies: A Machine Learning Based Pest Identification System', MDPI, pp. 10400, presented at Proceedings of The 1st International Electronic Conference on Entomology, http://dx.doi.org/10.3390/iece-10400

Yang Y; Hossain MZ; Gedeon T; Rahman S, 2021, 'RealSmileNet: A Deep End-to-End Network for Spontaneous and Posed Smile Recognition', in Lecture Notes in Computer Science, pp. 21 - 37, http://dx.doi.org/10.1007/978-3-030-69541-5_2

Zhang Y; Hossain MZ; Rahman S, 2021, 'DeepVANet: A Deep End-to-End Network for Multi-modal Emotion Recognition', in Lecture Notes in Computer Science, Springer Nature, pp. 227 - 237, http://dx.doi.org/10.1007/978-3-030-85613-7_16

Liu Y; Yang Y; Hossain MZ, 2021, 'FSE: a Powerful Feature Augmentation Technique for Classification Task', in Lecture Notes in Computer Science, Springer Nature, pp. 645 - 653, http://dx.doi.org/10.1007/978-3-030-92270-2_55

Rostov M; Hossain MZ; Rahman JS, 2021, 'Robotic Emotion Monitoring for Mental Health Applications: Preliminary Outcomes of a Survey', in Lecture Notes in Computer Science, Springer Nature, pp. 481 - 485, http://dx.doi.org/10.1007/978-3-030-85607-6_62

Gao R; Islam A; Gedeon T; Hossain MZ, 2020, 'Identifying Real and Posed Smiles from Observers’ Galvanic Skin Response and Blood Volume Pulse', in Lecture Notes in Computer Science, Springer Nature, pp. 375 - 386, http://dx.doi.org/10.1007/978-3-030-63830-6_32

Zhu X; Qin Z; Gedeon T; Jones R; Hossain MZ; Caldwell S, 2018, 'Detecting the doubt effect and subjective beliefs using neural networks and observers’ pupillary responses', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 610 - 621, http://dx.doi.org/10.1007/978-3-030-04212-7_54

Hossain MZ; Gedeon TD, 2018, 'An Independent Approach to Training Classifiers on Physiological Data: An Example Using Smiles', in Lecture Notes in Computer Science, Springer Nature, pp. 603 - 613, http://dx.doi.org/10.1007/978-3-030-04179-3_53

Qin Z; Gedeon T; Chen L; Zhu X; Hossain MZ, 2018, 'Artificial Neural Networks Can Distinguish Genuine and Acted Anger by Synthesizing Pupillary Dilation Signals from Different Participants', in Lecture Notes in Computer Science, Springer Nature, pp. 299 - 310, http://dx.doi.org/10.1007/978-3-030-04221-9_27

Hossain MZ; Gedeon T, 2017, 'Effect of Parameter Tuning at Distinguishing Between Real and Posed Smiles from Observers’ Physiological Features', in Lecture Notes in Computer Science, Springer Nature, pp. 839 - 850, http://dx.doi.org/10.1007/978-3-319-70093-9_89

Preprints

Jobayer M; Shawon MMH; Hossain MZ; Ghosh S; Rudas I; Gedeon T; Hasan MR, 2026, FunnelNet: An End-to-End Deep Learning Framework to Monitor Digital Heart Murmur in Real-Time, http://dx.doi.org/10.48550/arxiv.2405.09570

Hasan MR; Hossain MZ; Krishna A; Rahman S; Gedeon T, 2026, Privacy-Preserving Empathy Detection in Video Interactions, http://dx.doi.org/10.48550/arxiv.2504.10808

Hasan MR; Hossain MZ; Krishna A; Rahman S; Gedeon T, 2025, UPLME: Uncertainty-Aware Probabilistic Language Modelling for Robust Empathy Regression, http://dx.doi.org/10.48550/arxiv.2508.03520

Hasan MR; Hossain MZ; Krishna A; Rahman S; Gedeon T, 2025, Are You Really Empathic? Evidence from Trait, State and Speaker-Perceived Empathy, and Physiological Signals, http://dx.doi.org/10.48550/arxiv.2509.16923

Ye J; Wang L; Hossain MZ, 2025, FreqSelect: Frequency-Aware fMRI-to-Image Reconstruction, http://dx.doi.org/10.48550/arxiv.2505.12552

Hasan MR; Hossain MZ; Ghosh S; Krishna A; Gedeon T, 2025, Empathy Detection from Text, Audiovisual, Audio or Physiological Signals: A Systematic Review of Task Formulations and Machine Learning Methods, http://dx.doi.org/10.48550/arxiv.2311.00721

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