Select Publications
Book Chapters
2024, 'Graphical Association Analysis for Identifying Variation in Provider Claims for Joint Replacement Surgery', in , pp. 805 - 809, http://dx.doi.org/10.3233/SHTI231076
,2024, 'Topic Modelling and Interpretable Cost Estimation for Medical Insurance Fraud Detection', in , pp. 60 - 83, http://dx.doi.org/10.1007/978-3-031-67088-6_4
,2017, 'Structured Induction', in Encyclopedia of Machine Learning and Data Mining, Springer US, pp. 1201 - 1205, http://dx.doi.org/10.1007/978-1-4899-7687-1_796
,2014, 'Combining Career Progression and Profile Matching in a Job Recommender System', in Lecture Notes in Computer Science, Springer International Publishing, pp. 396 - 408, http://dx.doi.org/10.1007/978-3-319-13560-1_32
,2014, 'Visual analytics of signalling pathways using time profiles', in Sun C; Bednarz T; Pham TD; Vallotton P; Wang D (ed.), Signal and Image Analysis for Biomedical and Life Sciences, pp. 3 - 22
,2011, 'Preface', in Wearing M (ed.), Social Identity, Nova Science Publishers, 2011, pp. vii - xvii, https://www.novapublishers.com/catalog/product_info.php?products_id=20455
,2011, 'Structured Induction', in Sammut C; Webb GI (ed.), Encyclopedia of Machine Learning, Springer US, pp. 930 - 933, http://dx.doi.org/10.1007/978-0-387-30164-8_796
,2010, 'Adaptive Tutorials for Virtual Microscopy: A Design Paradigm to Promote Pedagogical Ownership.', in Aleven V; Kay J; Mostow J (ed.), Intelligent Tutoring Systems 10th International Conference, ITS 2010, Pittsburgh, PA, USA, June 14-18, 2010, Proceedings, Springer Science & Business Media, pp. 266 - 268, http://dx.doi.org/10.1007/978-3-642-13437-1_40
,Journal articles
2024, 'The neural democratisation of AI', AI and Society, 39, pp. 2589 - 2591, http://dx.doi.org/10.1007/s00146-023-01706-0
,2023, 'Responsible Credit Risk Assessment with Machine Learning and Knowledge Acquisition', Human-Centric Intelligent Systems, 3, pp. 232 - 243, http://dx.doi.org/10.1007/s44230-023-00035-1
,2022, 'Learning explanations for biological feedback with delays using an event calculus', Machine Learning, 111, pp. 2435 - 2487, http://dx.doi.org/10.1007/s10994-021-06038-y
,2022, 'Optimizing weighted lazy learning and Naive Bayes classification using differential evolution algorithm', Journal of Ambient Intelligence and Humanized Computing, 13, pp. 3005 - 3024, http://dx.doi.org/10.1007/s12652-021-03135-7
,2022, 'Credit Risk Modeling Using Transfer Learning and Domain Adaptation', Frontiers in Artificial Intelligence, 5, http://dx.doi.org/10.3389/frai.2022.868232
,2022, 'Ensuring the Alignment of Genetic/Epigenetic Designed Swarms.', Mathematical Machines and Systems. 2022 #1, 1, pp. 3 - 11, http://dx.doi.org/10.34121/1028-9763-2022-1-3-11
,2021, 'Towards the collaborative development of machine learning techniques in planning support systems – a Sydney example', Environment and Planning B: Urban Analytics and City Science, 48, pp. 484 - 502, http://dx.doi.org/10.1177/2399808320939974
,2020, 'Reward-based epigenetic learning algorithm for a decentralised multi-agent system', International Journal of Intelligent Unmanned Systems, 8, pp. 201 - 224, http://dx.doi.org/10.1108/IJIUS-12-2018-0036
,2019, 'Logical explanations for deep relational machines using relevance information', Journal of Machine Learning Research, 20
,2019, 'TEKNOLOGI ROBOT KAWANAN (SWARM ROBOTICS) UNTUK MISI PENCARIAN DAN PERTOLONGAN DI INDONESIA', Seminar Nasional Kontrol Instrumentasi dan Otomasi (SNIKO) 2015, pp. 159 - 166, http://dx.doi.org/10.5614/sniko.2018.47
,2018, 'Evolutionary-learning framework: improving automatic swarm robotics design', International Journal of Intelligent Unmanned Systems, 6, pp. 197 - 215, http://dx.doi.org/10.1108/IJIUS-06-2018-0016
,2018, 'Identification of biological transition systems using meta-interpreted logic programs', Machine Learning, 107, pp. 1171 - 1206, http://dx.doi.org/10.1007/s10994-018-5709-1
,2017, 'Word Vector Enrichment of Low Frequency Words in the Bag-of-Words Model for Short Text Multi-class Classification Problems.', CoRR, abs/1709.05778
,2016, 'Data mining for building knowledge bases: Techniques, architectures and applications', Knowledge Engineering Review, 31, pp. 97 - 123, http://dx.doi.org/10.1017/S0269888916000047
,2015, 'A Deployed People-to-People Recommender System in Online Dating', AI Magazine, 36, http://dx.doi.org/10.1609/aimag.v36i3.2599
,2015, 'Large Aircraft Engine-Out Takeoff Path Optimization', Journal of Aerospace Operations
,2015, 'Collaborative Filtering for people-to-people recommendation in online dating: Data analysis and user trial', International Journal of Human-Computer Studies, 76, pp. 50 - 66, http://dx.doi.org/10.1016/j.ijhcs.2014.12.003
,2010, 'Learning with gene ontology annotation using feature selection and construction', Applied Artificial Intelligence, 24, pp. 5 - 38, http://dx.doi.org/10.1080/08839510903448627
,2009, 'MINER: exploratory analysis of gene interaction networks by machine learning from expression data', BMC Genomics, 10 Suppl 3, pp. S17, http://dx.doi.org/10.1186/1471-2164-10-S3-S17
,2007, 'iHMMune-align: hidden Markov model-based alignment and identification of germline genes in rearranged immunoglobulin gene sequences', Bioinformatics, 23, pp. 1580 - 1587
,2006, 'Reconsidering the human immunoglobulin heavy-chain locus: 1. An evaluation of the expressed human IGHD gene repertoire', Immunogenetics, 57, pp. 917 - 925
,2003, 'An Empirical Study of the use of Relevance Information in Inductive Logic Programming', Journal of Machine Learning Research, 4, pp. 369 - 383
,2001, 'Motor Skill as Dynamic Constraint Satisfaction', Electronic Transactions on Artificial Intelligence, pp. 79 - 92
,Conference Papers
2024, 'A Program-Synthesis Challenge for ARC-Like Tasks', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 25 - 39, http://dx.doi.org/10.1007/978-3-031-55630-2_3
,2023, 'Context Discovery and Cost Prediction for Detection of Anomalous Medical Claims, with Ontology Structure Providing Domain Knowledge', in Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies, SCITEPRESS - Science and Technology Publications, pp. 29 - 40, presented at 16th International Conference on Health Informatics, 16 February 2023 - 18 February 2023, http://dx.doi.org/10.5220/0011611000003414
,2023, 'Developing an anomaly detection framework for Medicare claims', in ACM International Conference Proceeding Series, pp. 234 - 237, http://dx.doi.org/10.1145/3579375.3579410
,2022, 'Discovering Periodicity in Locally Repeating Patterns', in Proceedings - 2022 IEEE 9th International Conference on Data Science and Advanced Analytics, DSAA 2022, http://dx.doi.org/10.1109/DSAA54385.2022.10032435
,2022, 'Sequential pattern detection for identifying courses of treatment and anomalous claim behaviour in medical insurance', in Proceedings - 2022 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2022, pp. 3039 - 3046, http://dx.doi.org/10.1109/BIBM55620.2022.9995541
,2021, 'Towards Motion Capture Using a Swarms of Drones', in Tan Tien N (ed.), Proceedings of 17th International Conference on Intelligent Unmanned Systems, International Society of Intelligent Unmanned Systems, Ho Ci Minh City, Viet Nam, presented at 17th International Conference on Intelligent Unmanned System, Ho Ci Minh City, Viet Nam, 25 August 2021 - 27 August 2021
,2020, 'Using a Semi-Evolutionary Algorithm to Optimize Deep Network Hyper-Parameters with an Application to Donor Detection', in 2020 IEEE Symposium Series on Computational Intelligence, SSCI 2020, pp. 2655 - 2662, http://dx.doi.org/10.1109/SSCI47803.2020.9308351
,2020, 'From Reward to Histone: Combining Temporal-Difference Learning and Epigenetic Inheritance for Swarm’s Coevolving Decision Making', in 2020 Joint IEEE 10th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Institute of Electrical and Electronics Engineers (IEEE), Valparaíso, Chile, pp. 1 - 6, presented at 2020 Joint IEEE 10th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Valparaíso, Chile, 26 October 2020 - 30 October 2020, http://dx.doi.org/10.1109/ICDL-EpiRob48136.2020.9278049
,2019, 'Intern Training of Artificial Intelligence Systems', in Juliastuti E (ed.), 2019 International Conference on Instrimentation, Control and Automation, IEEE, Bandung, Indoneasia, pp. 117 - 120, presented at 6th ICA 2019, Bandung, Indoneasia, 31 July 2019 - 02 August 2019, http://dx.doi.org/10.1109/ICA.2019.8916740
,2019, 'Reward-based Evolutionary Swarm UAVs on Search and Rescue Mission', in AEROSPACE - 18th Australian International Aerospace Congress, Engineers Australia, Royal Aeronautical Society, Melbourne, Australia, pp. 348 - 353, presented at AIAC 2018: 18th Australian International Aerospace Congress, Melbourne, Australia, 24 February 2019 - 26 February 2019, http://dx.doi.org/10.26190/unsworks/27195
,2018, 'Using word embeddings with linear models for short text classification', in Mitrovic T; Xue B; Li X (eds.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Cham, Victoria University of Wellington, New Zealand, pp. 819 - 827, presented at AI 2018 - The 31st Australasian Joint Conference on Artificial Intelligence, Victoria University of Wellington, New Zealand, 11 December 2018 - 14 December 2018, http://dx.doi.org/10.1007/978-3-030-03991-2_74
,2018, 'An investigation into the role of domain-knowledge on the use of embeddings', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Ferrara, Italy, pp. 169 - 183, presented at International Conference on Inductive Logic Programming, Ferrara, Italy, 02 September 2018 - 04 September 2018, http://dx.doi.org/10.1007/978-3-319-78090-0_12
,2018, 'Analysing TV audience engagement via twitter: Incremental segment-level opinion mining of second screen tweets', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Nanjing, China, pp. 300 - 308, presented at Pacific Rim International Conference on Artificial Intelligence, Nanjing, China, 28 August 2018 - 31 August 2018, http://dx.doi.org/10.1007/978-3-319-97310-4_34
,2018, 'A knowledge acquisition method for event extraction and coding based on deep patterns', in Yoshida K; Lee M (ed.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Nature, Nanjing, China, pp. 16 - 31, presented at Pacific Rim Knowledge Acquisition Workshop, Nanjing, China, 27 August 2018 - 28 August 2018, http://dx.doi.org/10.1007/978-3-319-97289-3_2
,2017, 'A joint human/machine process for coding events and conflict drivers', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Singapore, pp. 639 - 654, presented at 13th International Conference, ADMA 2017, Singapore, 05 November 2017 - 06 November 2017, http://dx.doi.org/10.1007/978-3-319-69179-4_45
,2016, 'A Scalable People-to-People Hybrid Reciprocal Recommender Using Hidden Markov Models', in 2nd International Workshop on Machine Learning Methods for Recommender Systems, Miami, Florida, USA, presented at International Workshop on Machine Learning Methods for Recommender Systems, Miami, Florida, USA, 05 May 2016 - 07 May 2016, http://dx.doi.org/10.26190/unsworks/27046
,2016, 'Identification of transition models of biological systems in the presence of transition noise', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 200 - 214, http://dx.doi.org/10.1007/978-3-319-40566-7_14
,2015, 'Runway and Terrain Classification and effect on Engine Out Takeoff Paths', Cairns, presented at APISAT 2015, Cairns, 25 November 2015 - 27 November 2015
,2015, 'Is Engine Failure on the Runway at Takeoff the most limiting case?', in AIAC16, Melbourne, Vic, presented at Australian International Aerospace Conference, Melbourne, Vic, 23 February 2015 - 25 February 2015, http://dx.doi.org/10.26190/unsworks/25594
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