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Bogdan Gabryś

University of Technology Sydney

35H-index
264Paper Count
8.0KCitation Count
Published Papers 63
Publication Date
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Lessons learned from deploying adaptive machine learning agents with limited data for real-time cell culture process monitoring
errCOMPUTERS & CHEMICAL ENGINEERING
IF3.9
err2026-06-01
err0
PREAI
errKhuat, Thanh Tung; Peng, Johnny; Bassett, Robert; Otte, Ellen; Gabrys, Bogdan
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errSave
Interpretable Automated Feature Engineering: A Comprehensive Review with a Focus on Dynamic and Stationary Environments
errArtificial Intelligence Review
IF13.9
err2026-04-24
err0
errOAAI
errDilshan Sonnadara; Thanh Tung Khuat; Katarzyna Musial-Gabrys; Bogdan Gabrys
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errSave
Learning from limited data and feedback for cell culture process monitoring: A comparative study
errChemical Engineering Journal
IF13.2
err2026-03-26
err0
PREAI
errJohnny Peng; Thanh Tung Khuat; Ellen Otte; Katarzyna Musial; Bogdan Gabrys
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errSave
Machine learning methods for small data and upstream bioprocessing applications: A comprehensive review
errBiotechnology Advances
IF12.5
err2025-11-17
err0
errOAAI
errJohnny Peng; Thanh Tung Khuat; Katarzyna Musial; Bogdan Gabrys
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errSave
Hyperbox Mixture Regression for process performance prediction in antibody production
errDIGITAL CHEMICAL ENGINEERING
IF4.1
err2025-03-01
err0
errOAAI
errNik-Khorasani, Ali; Khuat, Thanh Tung; Gabrys, Bogdan
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errSave
Examining the Role of Structural and Functional Social Network Characteristics in the Context of Chronic Pain: An Ego-centered Network Design
errJOURNAL OF PAIN
IF4
err2024-09-01
err0
PREAI
errVan Alboom, Maite; Baert, Fleur; Bernardes, Sonia F.; Verhofstadt, Lesley; Bracke, Piet; Jia, Mingshan; Musial, Katarzyna; Gabrys, Bogdan; Goubert, Liesbet
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On the Effectiveness of Heterogeneous Ensembles Combining Graph Neural Networks and Heuristics for Dynamic Link Prediction
errIEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING
IF7.9
err2024-07-01
err1
PREAI
errSkarding, Joakim; Gabrys, Bogdan; Musial, Katarzyna
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errSave
On taking advantage of opportunistic meta-knowledge to reduce configuration spaces for automated machine learning
errEXPERT SYSTEMS WITH APPLICATIONS
IF7.5
err2024-04-01
err1
errOAAI
errKedziora, David Jacob; Nguyen, Tien-Dung; Musial, Katarzyna; Gabrys, Bogdan
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errSave
Applications of machine learning in antibody discovery, process development, manufacturing and formulation: Current trends, challenges, and opportunities
errCOMPUTERS & CHEMICAL ENGINEERING
IF3.9
err2024-03-01
err16
errOAAI
errKhuat, Thanh Tung; Bassett, Robert; Otte, Ellen; Grevis-James, Alistair; Gabrys, Bogdan
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errSave
Application of self-improving Q-learning controller for a class of dynamical processes: Implementation aspects
errAPPLIED SOFT COMPUTING
IF6.6
err2024-02-01
err0
PREAI
errMusial, Jakub; Stebel, Krzysztof; Czeczot, Jacek; Nowak, Pawel; Gabrys, Bogdan
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errSave
Automated Deep Learning: Neural Architecture Search Is Not the End
errFOUNDATIONS AND TRENDS IN MACHINE LEARNING
IF25.4
err2024-01-01
err1
errOAAI
errDong, Xuanyi; Kedziora, David Jacob; Musial, Katarzyna; Gabrys, Bogdan
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errSave
A Robust Comparative Analysis of Graph Neural Networks on Dynamic Link Prediction (vol 10, pg 64146, 2022)
errIEEE ACCESS
IF3.6
err2024-01-01
err0
errOAAI
errSkarding, Joakim; Hellmich, Matthew; Gabrys, Bogdan; Musial, Katarzyna
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errSave
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning
errFOUNDATIONS AND TRENDS IN MACHINE LEARNING
IF25.4
err2024-01-01
err0
errOAAI
errKedziora, David Jacob; Musial, Katarzyna; Gabrys, Bogdan
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errSave
Harnessing data augmentation to quantify uncertainty in the early estimation of single-photon source quality
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2023-12-04
err0
errOAAI
errKedziora, David Jacob; Musial, Anna; Rudno-Rudzinski, Wojciech; Gabrys, Bogdan
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errSave
Practical implementation of computationally-efficient machine learning-based control performance assessment system for a class of closed loop systems?
errAPPLIED SOFT COMPUTING
IF6.6
err2023-10-01
err1
PREAI
errGrelewicz, Patryk; Nowak, Pawel; Khuat, Thanh Tung; Czeczot, Jacek; Klopot, Tomasz; Gabrys, Bogdan
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errSave
Application of Machine Learning to Performance Assessment for a Class of PID-Based Control Systems
errieee transactions on cybernetics
IF8.7
err2023-07-01
err9
errOAAI
errGrelewicz, Patryk; Khuat, Thanh Tung; Czeczot, Jacek; Nowak, Pawel; Klopot, Tomasz; Gabrys, Bogdan
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errSave
An online learning algorithm for a neuro-fuzzy classifier with mixed-attribute data
errAPPLIED SOFT COMPUTING
IF6.6
err2023-04-01
err4
errOAAI
errKhuat, Thanh Tung; Gabrys, Bogdan
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errSave
Random Hyperboxes
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2023-02-01
err2
errOAAI
errThanh Tung Khuat; Gabrys, Bogdan
errShare
errSave
A Network Science Perspective of Graph Convolutional Networks: A Survey
errIEEE ACCESS
IF3.6
err2023-01-01
err5
errOAAI
errJia, Mingshan; Gabrys, Bogdan; Musial, Katarzyna
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errSave
Review and Assessment of Digital Twin-Oriented Social Network Simulators
errIEEE ACCESS
IF3.6
err2023-01-01
err3
errOAAI
errWen, Jiaqi; Gabrys, Bogdan; Musial, Katarzyna
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errSave

Research Directions

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Co-authors
Cooperation Journals
J
José M. Merigó
H-index: 70 · Papers: 549
CHEN Fang cover
CHEN Fang (Fang Chen)
H-index: 70 · Papers: 1.2K
J
Jay H. Lee
H-index: 65 · Papers: 636
L
Liesbet Goubert
H-index: 58 · Papers: 356
P
Piet Bracke
H-index: 45 · Papers: 480
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