Select Publications

Book Chapters

Bain M, 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

Heap B; Krzywicki A; Wobcke W; Bain M; Compton P, 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

Ma DKG; Stolte C; Kaur S; Bain M; O Donoghue SI, 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, http://dx.doi.org/10.1007/978-3-319-10984-8_1

Wearing MJ, 2011, 'Preface', in Wearing M (ed.), Social Identity, Nova Science Publishers, 2011, pp. vii - xvii, http://dx.doi.org/10.1109/ICDMW.2011.192

Martin E; Kaski S; Zheng F; Webb GI; Zhu X; Muslea I; Ting KM; Vlachos M; Miikkulainen R; Fern A; Osborne M; Raedt LD; Kersting K; Zeugmann T; Zhang X; Bain M; Czumaj A; Sohler C; Sammut C; Novak PK; Lavrač N; Webb GI; Zhang X; Sanner S; Kersting K, 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

Ben-Naim D; Velan GM; Marcus N; Bain M, 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

Srinivasan A; Bain M; Baskar A, 2022, 'Learning explanations for biological feedback with delays using an event calculus', Machine Learning, vol. 111, pp. 2435 - 2487, http://dx.doi.org/10.1007/s10994-021-06038-y

Bai Y; Bain M, 2022, 'Optimizing weighted lazy learning and Naive Bayes classification using differential evolution algorithm', Journal of Ambient Intelligence and Humanized Computing, vol. 13, pp. 3005 - 3024, http://dx.doi.org/10.1007/s12652-021-03135-7

Suryanto H; Mahidadia A; Bain M; Guan C; Guan A, 2022, 'Credit Risk Modeling Using Transfer Learning and Domain Adaptation', Frontiers in Artificial Intelligence, vol. 5, pp. 868232, http://dx.doi.org/10.3389/frai.2022.868232

Lock O; Bain M; Pettit C, 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, vol. 48, pp. 484 - 502, http://dx.doi.org/10.1177/2399808320939974

Mukhlish F; Page J; Bain M, 2020, 'Reward-based epigenetic learning algorithm for a decentralised multi-agent system', International Journal of Intelligent Unmanned Systems, vol. 8, pp. 201 - 224, http://dx.doi.org/10.1108/IJIUS-12-2018-0036

Srinivasan A; Vig L; Bain M, 2019, 'Logical explanations for deep relational machines using relevance information', Journal of Machine Learning Research, vol. 20

Mukhlish F; Page J; Bain M, 2019, 'TEKNOLOGI ROBOT KAWANAN (SWARM ROBOTICS) UNTUK MISI PENCARIAN DAN PERTOLONGAN DI INDONESIA', Seminar Nasional Kontrol Instrumentasi dan Otomasi (SNIKO) 2015, http://dx.doi.org/10.5614/sniko.2018.47

Mukhlish F; Page J; Bain M, 2018, 'Evolutionary-learning framework: improving automatic swarm robotics design', International Journal of Intelligent Unmanned Systems, vol. 6, pp. 197 - 215, http://dx.doi.org/10.1108/IJIUS-06-2018-0016

Bain M; Srinivasan A, 2018, 'Identification of biological transition systems using meta-interpreted logic programs', Machine Learning, vol. 107, pp. 1171 - 1206, http://dx.doi.org/10.1007/s10994-018-5709-1

Heap B; Bain M; Wobcke W; Krzywicki A; Schmeidl S, 2017, 'Word Vector Enrichment of Low Frequency Words in the Bag-of-Words Model for Short Text Multi-class Classification Problems.', CoRR, vol. abs/1709.05778

Krzywicki A; Wobcke W; Bain M; Calvo Martinez J; Compton P, 2016, 'Data mining for building knowledge bases: Techniques, architectures and applications', Knowledge Engineering Review, vol. 31, pp. 97 - 123, http://dx.doi.org/10.1017/S0269888916000047

wobcke W; Krzywicki A; Kim Y; Cai X; Bain M; Compton P; Mahidadia A, 2015, 'A Deployed People-to-People Recommender System in Online Dating', AI Magazine, vol. 36, pp. 5 - 18, http://dx.doi.org/10.1609/aimag.v36i3.2599

Masson B; Bain M; Page J, 2015, 'Large Aircraft Engine-Out Takeoff Path Optimization', Journal of Aerospace Operations

Krzywicki A; Wobcke W; Kim YS; Cai X; Bain M; Mahidadia A; Compton P, 2015, 'Collaborative Filtering for people-to-people recommendation in online dating: Data analysis and user trial', International Journal of Human-Computer Studies, vol. 76, pp. 50 - 66, http://dx.doi.org/10.1016/j.ijhcs.2014.12.003

Akand E; Bain M; Temple M, 2010, 'Learning with gene ontology annotation using feature selection and construction', Applied Artificial Intelligence, vol. 24, pp. 5 - 38, http://dx.doi.org/10.1080/08839510903448627

Kadupitige ; Leung KC; Sellmeier J; Sivieng J; Catchpoole DR; Bain ME; Gaeta BA, 2009, 'MINER: exploratory analysis of gene interaction networks by machine learning from expression data', BMC Genomics, vol. 10 Suppl 3, pp. S17, http://dx.doi.org/10.1186/1471-2164-10-S3-S17

Gaeta BA; Malming H; Jackson KJ; Bain ME; Wilson PD; Collins AM, 2007, 'iHMMune-align: hidden Markov model-based alignment and identification of germline genes in rearranged immunoglobulin gene sequences', Bioinformatics, vol. 23, pp. 1580 - 1587, http://dx.doi.org/10.1093/bioinformatics/btm147

Lee CE; Gaeta BA; Malming H; Bain ME; Sewell WA; Collins AM, 2006, 'Reconsidering the human immunoglobulin heavy-chain locus: 1. An evaluation of the expressed human IGHD gene repertoire', Immunogenetics, vol. 57, pp. 917 - 925, http://dx.doi.org/10.1007/s00251-005-0062-5

Srinivasan A; King R; Bain ME, 2003, 'An Empirical Study of the use of Relevance Information in Inductive Logic Programming', Journal of Machine Learning Research, vol. 4, pp. 369 - 383, http://dx.doi.org/10.1162/153244304773633861

Bain ME; Furukawa K; Ueno K, 2001, 'Motor Skill as Dynamic Constraint Satisfaction', Electronic Transactions on Artificial Intelligence, pp. 79 - 92

Conference Papers

Page J; Mukhlish F; Bain M, 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

Bai Y; Bain M, 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

Mukhlish F; Page J; Bain M, 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), Valparaíso, Chile, 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

Page J; Bain M; Mukhlish F, 2019, 'Intern Training of Artificial Intelligence Systems', in Juliastuti E (ed.), 2019 International Conference on Instrimentation, Control and Automation, IEEE, Bandung, Indoneasia, presented at 6th ICA 2019, Bandung, Indoneasia, 31 July 2019 - 02 August 2019

Mukhlish F; Page J; Bain M, 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

Krzywicki A; Heap B; Bain M; Wobcke W; Schmeidl S, 2018, 'Using word embeddings with linear models for short text classification', in 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

Bain M, 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

Katz G; Heap B; Wobcke W; Bain M; Kannangara S, 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

Krzywicki A; Wobcke W; Bain M; Schmeidl S; Heap B, 2018, 'A knowledge acquisition method for event extraction and coding based on deep patterns', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 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

Heap B; Krzywicki A; Schmeidl S; Wobcke W; Bain M, 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

Alanazi AS; Bain ME, 2016, 'A Scalable People-to-People Hybrid Reciprocal Recommender Using Hidden Markov Models', in 2nd International Workshop on Machine Learning Methods for Recommender Systems, 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

Srinivasan A; Bain M; Vatsa D; Agarwal S, 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

Masson B; Page J, 2015, 'Runway and Terrain Classification and effect on Engine Out Takeoff Paths', in Runway and Terrain Classification and effect on Engine Out Takeoff Paths, APISAT 2015, Cairns, presented at APISAT 2015, Cairns, 25 November 2015 - 27 November 2015

Masson B; Bain M; Page J, 2015, 'Is Engine Failure on the Runway at Takeoff the most limiting case?', in AIAC16, Australian International Aerospace Conference, Melbourne, Vic, presented at Australian International Aerospace Conference, Melbourne, Vic, 23 February 2015 - 25 February 2015, http://search.informit.org/documentSummary;dn=254530517802743;res=IELENG;subject=Law

Masson B; Bain M; Page J, 2015, 'Diverging Engine Failure Paths on Standard Instrument Departures', in AIAA Guidance, Navigation, and Control Conference 2015, MGNC 2015 - Held at the AIAA SciTech Forum 2015, Kissimmee, Florida, USA, presented at AIAA SciTech Conference, Kissimmee, Florida, USA, 05 January 2015 - 09 January 2015

Masson B; Bain M; Page J, 2015, 'Diverging engine failure paths on standard instrument departures', in AIAA Guidance, Navigation, and Control Conference, 2013

Masson B; Bain M; Page J, 2015, 'Diverging engine failure paths on standard instrument departures', in AIAA Guidance, Navigation, and Control Conference, 2013

Krzywicki A; Wobcke W; Cai X; Bain M; Compton P; Mahidadia A; Kim YS, 2014, 'Evaluation and deployment of a people-to-peopie recommender in online dating', in Proceedings of The Twenty-Sixth Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-14), Quebec, Canada, pp. 2914 - 2921, presented at Twenty-Sixth Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-14), Quebec, Canada, 29 July 2014 - 31 July 2014

Heap B; Krzywicki A; Wobcke W; Bain M; Compton P, 2014, 'Combining Career Progression and Profile Matching in a Job Recommender System', in Pham D-N; Park S-B (ed.), PRICAI 2014: Trends in Artificial Intelligence, Springer, pp. 396 - 408, http://dx.doi.org/10.1007/978-3-319-13560-1

Ma DKG; Stolte C; Kaur S; Bain M; O'Donoghue SI, 2013, 'Visual analytics of phosphorylation time-series data on insulin response', in AIP Conference Proceedings, pp. 185 - 196, http://dx.doi.org/10.1063/1.4825010

Masson B; Bain M; Page J, 2012, 'ENGINE-OUT TAKEOFF PATH OPTIMIZATION OUT OF TERRAIN CHALLENGING AIRPORTS', in 28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012, Brisbane, pp. 3174 - 3183, presented at 28TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES, Brisbane, 24 September 2012 - 28 September 2012

Alanazi A; Bain ME, 2012, 'Ranking Interaction-Based Collaborative Filtering Recommendations Using Temporal Features in Online Dating', in Ranking Interaction-Based Collaborative Filtering Recommendations Using Temporal Features in Online Dating, International Business Information Management Association, 18th IBIMA Conference, pp. 450 - 457, presented at The 18th IBIMA Conference on Innovation and Sustainable Economic Competitive Advantage, Istanbul, Turkey, 09 May 2012 - 10 May 2012

Masson B; Bain ME; Page JR, 2011, 'Engine-Out Takeoff Path Optimization out of Terrain Challenging Airports', in Crassidis JL (ed.), AIAA Guidance, Navigation and Control Conference, Portland, Oregon, USA, presented at AIAA Guidance and Navigation Control, Portland, Oregon, USA, 08 August 2011 - 11 August 2011

Srinivasan A; Bain ME, 2011, 'Knowledge-Guided Identification of Petri Net Models of Large Biological Systems', in Inductive Logic Programming 21st International Conference ILP2011, Springer, Berlin, pp. 317 - 331, presented at 21st International Conference on InductiveLogic Programming, Windsor Great Park, 31 July 2011 - 03 August 2011, http://dx.doi.org/10.1007/978-3-642-31951-8_27


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