Kyungmi Joanne Lee
Projects
2
Publications
70
Awards
0
Contact Details
Senior Lecturer
Biography
Dr. Joanne Lee received her PhD degree in Computer Science in 2007 from Griffith University, Australia. She started her academic career as a lecturer in School of Business and IT at Charles Sturt University, Australia (2007-2008) and continued her academic pursuit after moving to James Cook University.
Joanne is an active researcher, and her research interests include machine learning, algorithm optimisation, neural networks, data mining, and applied artificial intelligence. She has been involved in various projects developing a real-world scheduling optimisation system for fly-in-fly-out mining employee scheduling, designing and implementing a non-destructive neural network based classification system for ultrasonic signals, and developing spatio-temporal mining algorithms for moving objects.
Joanne’s teaching experience covers from introductory machine learning, database, data mining, 3D modelling, and programming. Currently, she is supervising 5 PhD students, and 3 of them are near completion.
Research
Projects
Application of a machine learning approach for effective stock management of abalone (Old ID 26742)
24 Jul 2020 - 31 Aug 2022
Teaching
Research Advisor Accreditation
Advisor Type
Primary
Research Advisor Accreditation
Role
Chair; Independent Academic
Taught Modules
[CP2404] Database ModellingCoordinator, Lecturer
2024
[CP5633] Database ModellingCoordinator, Lecturer
2024
Current JCU Research Students
Advanced Video Rate Control for versatile video coding
Doctor of Philosophy (Engineering and Related Technologies)
Activities
Employment
Lecturer, Charles Stuart University
2007 - 2008
Output
Subash, Aditya; Song, Insu; Lee, Ickjai; Lee, Kyungmi (2025) 'Integrating user demographic parameters for mouse behavioral biometric-based assessment fraud detection in online education platforms'. Eurasip Journal on Information Security, 2025 . [DOI]
A novel dictionary attack on ECG authentication system using adversarial optimization and clustering
2025
Zhang, Bonan; Li, Lin; Chen, Chao; Lee, Ickjai; Lee, Kyungmi; Zhu, Tianqing; Ong, Kok Leong (2025) 'A novel dictionary attack on ECG authentication system using adversarial optimization and clustering'. Knowledge Based Systems, 316 . [DOI]
Subash, Aditya; Song, Insu; Lee, Ickjai; Lee, Joanne (2025) 'Adaptability of current keystroke and mouse behavioral biometric systems: A survey'. Computers & Security, 160 . [DOI]
Zhang, Bonan; Li, Lin; Chen, Chao; Lee, Ickjai; Lee, Kyungmi; Ong, Kok Leong (2025) 'Standardizing the evaluation framework for ECG-based authentication in IoT devices'. Computer Communications, 240 . [DOI]
Zhang, Bonan; Chen, Chao; Lee, Ickjai; Lee, Kyungmi; Ong, Kok Leong (2025) 'A survey on security and privacy issues in wearable health monitoring devices'. Computers and Security, 155 . [DOI]
Amos, Andrew James; Lee, Kyungmi; Sen Gupta, Tarun; Malau-Aduli, Bunmi S. (2024) 'Validating the knowledge represented by a self-organizing map with an expert-derived knowledge structure'. BMC Medical Education, 24 . [DOI]
Madanayake, Adikarige Randil Sanjeewa; Lee, Kyungmi; Lee, Ickjai (2024) 'Mining contacts from spatio-temporal trajectories'. AI Open, 5 :197-207. [DOI]
Madanayake, Adikarige Randil Sanjeewa; Lee, Kyungmi; Lee, Ickjai (2024) 'Spatio-Temporal Contact Mining for Multiple Trajectories-of-Interest'. IEEE Access, 12 :79458-79467. [DOI]
Amos, Andrew James; Lee, Kyungmi; Sen Gupta, Tarun; Malau-Aduli, Bunmi S. (2023) 'Identifying emerging topics in the peer‑reviewed literature to facilitate curriculum renewal and development'. Current Psychology, 42 :30813-30824. [DOI]
Amos, Andrew James; Lee, Kyungmi; Sen Gupta, Tarun; Malau-Aduli, Bunmi S. (2021) 'Systematic review of specialist selection methods with implications for diversity in the medical workforce'. BMC Medical Education, 21 . [DOI]
Document-level multi-topic sentiment classification of email data with BiLSTM and data augmentation
2020
Liu, Sisi; Lee, Kyungmi; Lee, Ickjai (2020) 'Document-level multi-topic sentiment classification of email data with BiLSTM and data augmentation'. Knowledge Based Systems, 197 . [DOI]
Journal Publication
ResearchOnline@JCU
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2020) 'Visual analytical tools for multivariate higher order information for emergency management'. Journal of Visualization, 23 :721-743. [DOI]
Journal Publication
ResearchOnline@JCU
Zhang, Dongzhi; Lee, Kyungmi; Lee, Ickjai (2019) 'Semantic periodic pattern mining from spatio-temporal trajectories'. Information Sciences, 502 :164-189. [DOI]
Journal Publication
ResearchOnline@JCU
Zhang, Dongzhi; Lee, Kyungmi; Lee, Ickjai (2019) 'Multi-level medical periodic patterns from human movement behaviors'. Health Information Science and Systems, 7 (1). [DOI]
Journal Publication
ResearchOnline@JCU
Zhang, Dongzhi; Lee, Kyungmi; Lee, Ickjai (2019) 'Mining hierarchical semantic periodic patterns from GPS-collected spatio-temporal trajectories'. Expert Systems with Applications, 122 :85-101. [DOI]
Journal Publication
ResearchOnline@JCU
Cai, Guochen; Lee, Kyungmi; Lee, Ickjai (2018) 'Mining mobility patterns from geotagged photos through semantic trajectory clustering'. Cybernetics and Systems, 49 (4):234-256. [DOI]
Journal Publication
ResearchOnline@JCU
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2018) 'DNA-chart visual tool for topological higher order information from spatio-temporal trajectory dataset'. Expert Systems with Applications, 108 :28-35. [DOI]
Journal Publication
ResearchOnline@JCU
Zhang, Dongzhi; Lee, Kyungmi; Lee, Ickjai (2018) 'Hierarchical trajectory clustering for spatio-temporal periodic pattern mining'. Expert Systems with Applications, 92 :1-11. [DOI]
Journal Publication
ResearchOnline@JCU
Cai, Guochen; Lee, Kyungmi; Lee, Ickjai (2018) 'Itinerary recommender system with semantic trajectory pattern mining from geo-tagged photos'. Expert Systems with Applications, 94 :32-40. [DOI]
Journal Publication
ResearchOnline@JCU
Cai, Guochen; Lee, Kyungmi; Lee, Ickjai (2018) 'Mining semantic trajectory patterns from geo-tagged data'. Journal of computer science and technology, 33 (4):849-862. [DOI]
Journal Publication
ResearchOnline@JCU
Rahman, Shah Atiqur; Song, Insu; Leung, M.K.H.; Lee, Ickjai; Lee, Kyungmi (2014) 'Fast action recognition using negative space features'. Expert Systems with Applications, 41 (2):574-587. [DOI]
Journal Publication
ResearchOnline@JCU
Cai, Guochen; Hio, Chihiro; Bermingham, Luke; Lee, Kyungmi; Lee, Ickjai (2014) 'Sequential pattern mining of geo-tagged photos with an arbitrary regions-of-interest detection method'. Expert Systems with Applications, 41 (7):3514-3526. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Cai, Guochen; Lee, Kyungmi (2014) 'Exploration of geo-tagged photos through data mining approaches'. Expert Systems with Applications, 41 (2):397-405. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Torpelund-Bruin, Christopher; Lee, Kyungmi (2012) 'Map segmentation for geospatial data mining through generalized higher-order Voronoi diagrams with sequential scan algorithms'. Expert Systems with Applications, 39 (12):11135-11148. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Qu, Yang; Lee, Kyungmi (2012) 'Mining qualitative patterns in spatial cluster analysis'. Expert Systems with Applications, 39 (2):1753-1762. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Kyungmi (2011) 'Feature extraction schemes for ultrasonic non-destructive testing inspections'. Advances in Information Sciences and Service Sciences, 3 (3):125-135. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Torpelund-Bruin, Christopher; Lee, Kyungmi (2011) 'Raster voronoi tessellation and its application to emergency modeling'. Geo-spatial Information Science, 14 (4):235-245. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Pershouse, Reece; Phillips, Peter; Lee, Kyungmi; Torpelund-Bruin, Christopher (2010) 'What-if emergency response through higher
order Voronoi diagrams'. Annals of Information Systems, 9 :77-95. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Kyungmi (2010) 'Exploration on feature extraction schemes and classifiers for shaft testing system'. Journal of Computers, 5 (5):679-686. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Lee, Kyungmi (2009) 'An order-k Voronoi approach to geospatial concept management within conceptual spaces'. Applied Artificial Intelligence, 23 (6):522-537. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Lee, Kyungmi; Torpelund-Bruin, Christopher (2009) 'Voronoi image segmentation and its applications to geoinformatics'. Journal of Computers, 4 (11):1101-1108. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Ickjai; Lee, Kyungmi (2009) 'A generic triangle-based data structure of the complete set of higher order Voronoi diagrams for emergency management'. Computers, Environment and Urban Systems, 33 (2):90-99. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Kyungmi; Estivill-Castro, Vladimir (2007) 'Feature extraction and gating techniques for ultrasonic shaft signal classification'. Applied Soft Computing, 7 (1):156-165. [DOI]
Journal Publication
ResearchOnline@JCU
Lee, Kyungmi; Estivill-Castro, Vladimir (2005) 'Classification ensembles for shaft test data: empirical evaluation'. International Journal of Simulation, 6 (10-11):38-47.
Journal Publication
ResearchOnline@JCU
Exploring the Vulnerability of ECG-Based Authentication Systems Through A Dictionary Attack Approach
2025
Zhang, Bonan; Chen, Chao; Lee, Ickjai; Lee, Kyungmi; Ong, Kok-Leong (2025) ICA3PP 2024: 24th International Conference on Algorithms and Architectures for Parallel Processing . In: Bertino, Elisa;Gao, Wen;Steffen, Bernhard;Yung, Moti eds. Exploring the Vulnerability of ECG-Based Authentication Systems Through A Dictionary Attack Approach Macau, China,
Conference Publication
ResearchOnline@JCU
Subash, Aditya; Song, Insu; Lee, Ickjai; Lee, Kyungmi (2025) ICAART 2025: 17th International Conference on Agents and Artificial Intelligence . In: Rocha, Ana Paula;Steels, Luc;van den Herik, H. Jaap eds. AgeGen Bio Track: Continuous Mouse Behavioral Biometrics-Based Age and Gender Profiling in Online Education Platforms Porto, Portugal, [DOI]
Conference Publication
ResearchOnline@JCU
Amos, Andrew; Lee, Kyungmi; Sen Gupta, Tarun; Malau-Aduli, Bunmi (2024) MEDINFO 2023 - The Future is Accessible . In: Bichel-Findlay, Jen;Otero, Paula;Scott, Philip;Huesing, Elaine eds. Defining the Boundaries of Psychiatric and Medical Knowledge: Applying Cartographic Principles to Self Organising Maps Sydney, NSW, Australia, [DOI]
Zhang, Bonan; Chen, Chao; Lee, Ickjai; Lee, Kyungmi; Ong, Kok-Leong (2024) IJCNN 2024: International Joint Conference on Neural Networks Clustering-based Evaluation Framework of Feature Extraction Approaches for ECG Biometric Authentication Yokohama, Japan, [DOI]
Conference Publication
ResearchOnline@JCU
Subash, Aditya; Song, Insu; Lee, Ickjai; Lee, Kyungmi (2024) ICICT 2024: 9th International Congress on Information and Communication Technology . In: Yang, She;Sherratt, Simon;Dey, Nilanjan;Joshi, Amit eds. Mouse Dynamics-Based Online Fraud Detection System for Online Education Platforms London, UK, [DOI]
Conference Publication
ResearchOnline@JCU
Zhang, Bonan; Li, Jingjin; Chen, Chao; Lee, Kyungmi; Lee, Ickjai (2022) CSS 2021: Cyberspace Safety and Security A Practical Botnet Traffic Detection System using GNN Virtual, [DOI]
Conference Publication
ResearchOnline@JCU
Zhang, Dongzhi; Lee, Kyungmi; Lee, Ickjai (2018) HIS 2018: 7th International Conference on Health Information Science . In: Siuly, Siuly;Lee, Ickjai;Huang, Zhisheng;Zhou, Rui;Wang, Hua;Xiang, Wei eds. Mining medical periodic patterns from spatio-temporal trajectories Cairns, QLD, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Cai, Guochen; Lee, Kyungmi; Lee, Ickjai (2016) AI 2016: 29th Australasian Joint Conference on Artificial Intelligence . In: Kang, Byeong Ho;Bai, Quan eds. A framework for mining semantic-level tourist movement behaviours from geo-tagged photos Hobart, TAS, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Multivariate higher order information for emergency management based on tourism trajectory datasets
2016
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2016) IEA/AIE 2016: 29th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems . In: Fujita, Hamido;Ali, Moonis;Ali, Selamat;Sasaki, Jun;Kurematsu, Masaki eds. Multivariate higher order information for emergency management based on tourism trajectory datasets Morioka, Japan, [DOI]
Conference Publication
ResearchOnline@JCU
Cai, Guochen; Lee, Kyungmi; Lee, Ickjai (2016) IEA/AIE 2016: 29th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems . In: Fujita, Hamido;Ali, Moonis;Ali, Selamat;Sasaki, Jun;Kurematsu, Masaki eds. Discovering common semantic trajectories from geo-tagged social media Morioka, Japan, [DOI]
Conference Publication
ResearchOnline@JCU
Cai, Guochen; Lee, Kyungmi; Lee, Ickjai (2016) HICSS 2016: 49th Hawaii International Conference on System Sciences Mining semantic sequential patterns from geo-tagged photos Koloa, HI, USA, [DOI]
Conference Publication
ResearchOnline@JCU
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2016) AI 2016: 29th Australasian Joint Conference on Artificial Intelligence . In: Kang, Byeong Ho;Bai, Quan eds. Visual analytical tool for higher order k-means clustering for trajectory data mining Hobart, TAS, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Bermingham, Luke; Lee, Kyungmi; Myers, Trina (2015) IEEE ISKE 2015: 10th International Conference on Intelligent Systems and Knowledge Engineering Meta-heuristics to optimise complex FIFO (Fly-in-Fly-out) workforce roster modelling in the mining sector Taipei, Taiwan, [DOI]
Conference Publication
ResearchOnline@JCU
Wang, Ye; Lee, Joanne; Lee, Ickjai (2015) IEEE ISKE 2015: 10th International Conference on Intelligent Systems and Knowledge Engineering Treemap representations of higher order information for moving objects Taipei, Taiwan, [DOI]
Conference Publication
ResearchOnline@JCU
Zhang, Dongzhi; Lee, Joanne; Lee, Ickjai (2015) IEEE ISKE 2015: 10th International Conference on Intelligent Systems and Knowledge Engineering Periodic pattern mining for spatio-temporal trajectories: a survey Taipei, Taiwan, [DOI]
Conference Publication
ResearchOnline@JCU
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2014) ICDMW 2014: 14th IEEE International Conference on Data Mining Workshops Directional higher order information for spatio-temporal trajectory dataset Shenzen, China, [DOI]
Conference Publication
ResearchOnline@JCU
Bermingham, Luke; Lee, Joanne; Lee, Ickjai (2014) ICDMW 2014: 14th IEEE International Conference on Data Mining Workshops Spatio-temporal trajectory region-of-interest mining using Delaunay triangulation Shenzen, China, [DOI]
Conference Publication
ResearchOnline@JCU
Cai, Guochen; Hio, Chihiro; Bermingham, Luke; Lee, Kyungmi; Lee, Ickjai (2014) HICSS-47: 47th Annual Hawaii International Conference on System Sciences . In: Sprague, Ralph H eds. Mining frequent trajectory patterns and regions-of-interest from Flickr photos Waikoloa, HI, USA, [DOI]
Conference Publication
ResearchOnline@JCU
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2014) ICCS 2014: International Conference on Computational Science . In: Abramson, David;Lees, Michael;Krzhizhanovskaya, Valeria;Dongarra, Jack;Sloot, Peter M.A eds. Visual analytics of topological higher order information for emergency management based on tourism trajectory datasets Cairns, QLD, Australia, [DOI]
Hio, Chihiro; Bermingham, Luke; Cai, Guochen; Lee, Kyungmi; Lee, Ickjai (2013) Workshop on Machine Learning for Sensory Data Analysis . In: Deng, Jeremiah D.;Zhang, Haibo eds. A hybrid grid-based method for mining arbitrary regions-of-interest from trajectories Dunedin, New Zealand, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Ickjai; Cai, Guochen; Lee, Kyungmi (2013) 46th Annual Hawaii International Conference on System Sciences . In: Sprague, Ralph H eds. Points-of-interest mining from people's photo-taking behavior Maui, Hawaii, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Ickjai; Cai, Guochen; Lee, Joanne (2013) 46th Annual Hawaii International Conference on System Sciences . In: Sprague, Ralph H eds. Mining points-of-interest association rules from geo-tagged photos Maui, Hawaii, [DOI]
Conference Publication
ResearchOnline@JCU
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2012) 2012 7th International Conference on Computing and Convergence Technology . In: Kwack, Kae Dal;Kawata, Shigeo;Hwang, Soonwook;Han, Dongsoo;Ko, Franz eds. Interactive visualization of higher order nearest neighbors and regions Seoul, Korea,
Conference Publication
ResearchOnline@JCU
Wang, Ye; Lee, Kyungmi; Lee, Ickjai (2011) ICIPM 2011 7th International Conference on Information Processing and Management . In: Ko, Franz I.S.;Kae Dal, Kwack;Hwang, Soonwook;Kawata, Shigeo;Chen, Yen-Wei eds. Representing ordered order-k Voronoi diagrams Jeju Island, Korea,
Conference Publication
ResearchOnline@JCU
Lee, Kyungmi (2010) ICCIT 2010 5th International Conference on Computer Sciences and Convergence Information Technology . In: Ko, Franz;Na, Yunji eds. Feature extraction schemes for ultrasonic signal processing Seoul, Korea, [DOI]
Conference Publication
ResearchOnline@JCU
Qu, Yang; Lee, Kyungmi; Lee, Ickjai (2010) IMS 2010 6th International Conference on Advanced Information Management and Service . In: Ko, Franz;Na, Yunji eds. Making sense of clusters through qualitative spatial reasoning Seoul, Korea,
Conference Publication
ResearchOnline@JCU
Qu, Yang; Lee, Kyungmi; Lee, Ickjai (2009) 2009 Fifth International Joint Conference on INC, IMS and IDC . In: Kim, J.;Delen, D.;Park, J.;Ko, F.;Rui, C.;Lee, J.H.;Jian, W.;Kou, G eds. Qualitative cluster reasoning framework for decision making Seoul, Korea, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Kyungmi (2008) 2008 International Workshop on Geoscience and Remote Sensing . In: Zhou, Qihai;Luo, Jia eds. Effective approaches to extract features and classify echoes in long ultrasound signals for metal shafts Shanghai, China, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Ickjai; Torpelund-Bruin, Christopher J.; Lee, Kyungmi (2008) 2008 International Workshop on Geoscience and Remote Sensing . In: Zhou, Qihai;Luo, Jia eds. Raster image districting and its application to geoinformation Shanghai, China, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Ickjai; Lee, Kyungmi (2007) ICES 2007 6th IEEE/ACIS International Conference on Computer and Information Science . In: Lee, Roger;Chowdhury, Morshed U.;Ray, Sid;Lee, Thuy eds. Higher order Voronoi diagrams for concept boundaries and tessellations Melbourne, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Ickjai; Lee, Kyungmi (2007) ISSNIP/ISPRS Joint International Workshop on Distributed Geoinformatics and Sensing, Ubiquity and Mobility Higher order Voronoi diagrams for disaster and emergency management Melbourne, VIC, Australia,
Conference Publication
ResearchOnline@JCU
Lee, Ickjai; Pershouse, Reece; Lee, Kyungmi (2007) Conference on Spatial Information Theory 2007 . In: Winter, Stephan;Duckham, Matt;Kulik, Lars;Kuipers, Ben eds. Geospatial cluster tessellation through the complete order-k Voronoi diagrams Melbourne, Victoria, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Kyungmi; Estivill-Castro, Vladimir (2005) 17th Australian Joint Conference on Artificial Intelligence . In: Carbonell, J.G.;Siekmann, J eds. A hybrid classification approach to ultrasonic shaft signals Cairns, QLD, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Lee, Kyungmi ; Estivill-Castro, Vladimir (2004) International Conference on Machine Learning; Models, Technologies and Applications - MLMTA'04 . In: Arabnia, Hamid R.;Joshua, Rose;Kozerenk, Elena B eds. Support vector machine classification of ultrasonic shaft inspection data using discrete wavelet transform Nevada, USA,
Conference Publication
ResearchOnline@JCU
Lee, Kyungmi; Estivill-Castro, Vladimir (2003) (AIA 2003) Artificial Intelligence and Applications Conferences . In: Hamza, M.H eds. Classification of ultrasonic shaft inspection data using discrete wavelet transform Benalmádena, Spain,
Conference Publication
ResearchOnline@JCU
Lee, Kyungmi; Estivill-Castro, Vladimir (2003) Third International Conference on Hybrid Intelligent System (HIS 2003) . In: Abraham, Ajith;Koppen, Mario;Franke, Katrin eds. Feature extraction techniques for ultrasonic shaft signal classification Melbourne, VIC, Australia,
Conference Publication
ResearchOnline@JCU