Prof John Yearwood

STAFF PROFILE

Position

Professor

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Contact

john.yearwood@deakin.edu.au
+61 3 924 68727

Biography

Professor John Yearwood is Head of the School of Information Technology at Deakin University and was previously Executive Dean, Faculty of Science and Technology, and Director, Centre of Informatics and Applied Optimization at Federation University, Australia. He was instrumental in setting up the Internet Commerce Security Laboratory with Westpac, IBM and the Victorian State Government as a joint industry-focused and data-driven laboratory on cyber security in the financial sector. He has held a number of ARC grants and was a QEII Fellow working on computational narrative and argumentation in decision science.

Professor Yearwood's work in data mining and computational intelligence has led to the development of new machine learning and hybrid learning algorithms for artificial neural networks, as well as new data and text mining and pattern recognition approaches. His work in decision science has developed the use of argumentation structures for the modelling of knowledge and collaborative decision making in complex domains. He has published over 200 journal and refereed conference papers including 2 books.

Professor Yearwood is currently a CI on the ARC funded Discovery Project 'Enhancing and supporting deliberation in multi-disciplinary team decision-making'.

He is Editor-in-Chief of the Journal of Research & Practice in Information Technology and a reviewer for a large number of journals and competitive research grant programs including the Australian Research Council grant program, the NHMRC grant program, and for the Dutch Government in the assessment of their NWO/ToKeN2000.

Read more on John's profile

Publications

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2024

Analysing Performances of DL-Based ECG Noise Classification Models Deployed in Memory-Constraint IoT-Enabled Devices

Saifur Rahman, Shantanu Pal, John Yearwood, Chandan Karmakar

(2024), pp. 1-11, IEEE Transactions on Consumer Electronics, Piscataway, N.J., C1

journal article
2023

Interpretability and Optimisation of Convolutional Neural Networks Based on Sinc-Convolution

A Habib, C Karmakar, J Yearwood

(2023), Vol. 27, pp. 1758-1769, IEEE Journal of Biomedical and Health Informatics, Piscataway, N.J., C1

journal article

Performance of a Convolutional Neural Network Derived from PPG Signal in Classifying Sleep Stages

A Habib, M Motin, T Penzel, M Palaniswami, J Yearwood, C Karmakar

(2023), Vol. 70, pp. 1717-1727, IEEE Transactions on Biomedical Engineering, Piscataway, N.J., C1

journal article

Domain Agnostic Post-Processing for QRS Detection Using Recurrent Neural Network

Ahsan Habib, Chandan Karmakar, John Yearwood

(2023), Vol. 27, pp. 3748-3759, IEEE Journal of Biomedical and Health Informatics, Piscataway, N.J., C1

journal article

Deep3DCANN: A Deep 3DCNN-ANN framework for spontaneous micro-expression recognition

S Thuseethan, S Rajasegarar, J Yearwood

(2023), Vol. 630, pp. 341-355, Information Sciences, Amsterdam, The Netherlands, C1

journal article

Aspect-based automated evaluation of dialogues

Arash Shabanpour, Ziwei Hou, Akbar Husnoo, Khanh Nguyen, John Yearwood, Nayyar Zaidi

(2023), Vol. 279, pp. 1-14, Knowledge-Based Systems, Amsterdam, The Netherlands, C1

journal article

ARFL: Adaptive and Robust Federated Learning

M Uddin, Y Xiang, B Cai, X Lu, J Yearwood, L Gao

(2023), pp. 1-17, IEEE Transactions on Mobile Computing, Piscataway, N.J., C1

journal article

Knowledge representation of mathematical optimization problems and constructs for modeling

B Ofoghi, J Yearwood

(2023), Vol. 280, pp. 1-10, Knowledge-Based Systems, Amsterdam, The Netherlands, C1

journal article

Advancing Text Summarization through the Utilization of Arbitrary Aspect Learning

Hou Ziwei, Bahadorreza Ofoghi, Nayyar Zaidi, Mammadov Musa, Huda Shamsul, Yearwood John

(2023), pp. 22-33, MDAI 2023 : Proceedings of the 20th International Conference on Modeling Decisions for Artificial Intelligence 2023, Umeå, Sweden, E1

conference

Double Attention-Based Lightweight Network for Plant Pest Recognition

J Sivasubramaniam, T Selvarajah, S Rajasegarar, J Yearwood

(2023), Vol. 1793, pp. 598-611, ICONIP 2022 : Proceedings of the 29th Neural Information Processing Conference, Virtual Event, E1

conference

Adapting ICT Entrepreneurship and Innovation Education to a Changing World: A Case Study of Australian Universities

Jianhua Li, Sophie Mckenzie, John Yearwood

(2023), pp. 1-7, SIGITE 2023 : Proceedings of the 24th Annual Conference on Information Technology Education, Marietta, Georgia, E1

conference

Impact of synthetic noise signature and physiologic ECG signal on designing ML-based ECG noise detection framework

Saifur Rahman, Ahsan Habib, Chandan Karmakar, John Yearwood

(2023), pp. 1-4, EMBC 2023 : Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Sydney, Australia, E1

conference
2022

Short text similarity measurement using context-aware weighted biterms

S Yang, G Huang, B Ofoghi, J Yearwood

(2022), Vol. 34, pp. 1-11, Concurrency Computation, London, Eng., C1

journal article

A global training model for beat classification using basic electrocardiogram morphological features

S Sumesh, J Yearwood, S Huda, S Ahmad

(2022), Vol. 70, pp. 4503-4521, Computers, Materials and Continua, Encino, Calif., C1

journal article

The multiphase course timetabling problem

R Esmaeilbeigi, V Mak-Hau, J Yearwood, V Nguyen

(2022), Vol. 300, pp. 1098-1119, European Journal of Operational Research, C1

journal article

Robust Federated Averaging via Outlier Pruning

M Uddin, Y Xiang, J Yearwood, L Gao

(2022), Vol. 29, pp. 409-413, IEEE Signal Processing Letters, C1

journal article

Robust Pareto solutions for convex quadratic multiobjective optimization problems under data uncertainty

T Chuong, V Mak-Hau, J Yearwood, R Dazeley, M Nguyen, T Cao

(2022), Vol. 319, pp. 1533-1564, Annals of Operations Research, New York, N.Y., C1

journal article

Data Envelopment Analysis of linguistic features and passage relevance for open-domain Question Answering

B Ofoghi, M Mahdiloo, J Yearwood

(2022), Vol. 244, pp. 1-13, Knowledge-Based Systems, Amsterdam, The Netherlands, C1

journal article

Robustness of electrocardiogram signal quality indices

S Rahman, C Karmakar, I Natgunanathan, J Yearwood, M Palaniswami

(2022), Vol. 19, pp. 1-15, Journal of the Royal Society Interface, London, Eng., C1

journal article

Blockchain-enabled Federated Learning: A Survey

Y Qu, M Uddin, C Gan, Y Xiang, L Gao, J Yearwood

(2022), Vol. 55, ACM Computing Surveys, C1

journal article

EmoSeC: Emotion recognition from scene context

S Thuseethan, S Rajasegarar, J Yearwood

(2022), Vol. 492, pp. 174-187, Neurocomputing, Amsterdam. The Netherlands, C1

journal article

Federated Learning via Disentangled Information Bottleneck

Md Uddin, Yong Xiang, Xuequan Lu, John Yearwood, Longxiang Gao

(2022), pp. 1-14, IEEE Transactions on Services Computing, Piscataway, N.J., C1

journal article

P2OP-Plant Pathology on Palms: A deep learning-based mobile solution for in-field plant disease detection

S Janarthan, S Thuseethan, S Rajasegarar, J Yearwood

(2022), Vol. 202, Computers and Electronics in Agriculture, C1

journal article

A Real-Time Tunable ECG Noise-Aware System for IoT-Enabled Devices

S Rahman, C Karmakar, J Yearwood, M Palaniswami

(2022), Vol. 22, pp. 23277-23285, IEEE Sensors Journal, C1

journal article

Assessing performance of the Healthcare Access and Quality Index, overall and by select age groups, for 204 countries and territories, 1990-2019: a systematic analysis from the Global Burden of Disease Study 2019

A Haakenstad, J Yearwood, N Fullman, C Bintz, K Bienhoff, M Weaver, V Nandakumar, J Joffe, K LeGrand, M Knight, C Abbafati, M Abbasi-Kangevari, A Abdoli, R Abeldaño Zuñiga, I Adedeji, V Adekanmbi, O Adetokunboh, M Afzal, S Afzal, M Agudelo-Botero, B Ahinkorah, S Ahmad, A Ahmadi, S Ahmadi, A Ahmed, T Ahmed Rashid, B Aji, W Akande-Sholabi, K Alam, H Al Hamad, R Alhassan, L Ali, V Alipour, S Aljunid, E Ameyaw, T Amin, H Amu, D Amugsi, R Ancuceanu, P Andrade, A Anjum, J Arabloo, M Arab-Zozani, H Ariffin, J Arulappan, Z Aryan, T Ashraf, D Atnafu, A Atreya, M Ausloos, L Avila-Burgos, G Ayano, M Ayanore, S Azari, A Badiye, A Baig, M Bairwa, S Bakkannavar, S Baliga, P Banik, T Bärnighausen, F Barra, A Barrow, S Basu, M Bayati, R Belete, A Bell, D Bhagat, A Bhagavathula, P Bhardwaj, N Bhardwaj, S Bhaskar, K Bhattacharyya, Z Bhutta, S Bibi, A Bijani, B Bikbov, A Biondi, O Bolarinwa, A Bonny, H Brenner, D Buonsenso, K Burkart, R Busse, Z Butt, N Butt, F Caetano dos Santos, L Cahuana-Hurtado, L Cámera, R Cárdenas, V Carneiro, F Catalá-López, J Chandan, J Charan, P Chavan, S Chen, S Chen, S Choudhari, E Chowdhury, M Chowdhury

(2022), Vol. 10, pp. 1-29, The Lancet Global Health, Amsterdam, The Netherlands, C1-1

journal article
2021

Mutual Information Driven Federated Learning

M Uddin, Y Xiang, X Lu, J Yearwood, L Gao

(2021), Vol. 32, pp. 1526-1538, IEEE Transactions on Parallel and Distributed Systems, C1

journal article

LGAttNet: Automatic micro-expression detection using dual-stream local and global attentions

M Takalkar, S Thuseethan, S Rajasegarar, Z Chaczko, M Xu, J Yearwood

(2021), Vol. 212, Knowledge-Based Systems, C1

journal article

EWNStream +: Effective and Real-time Clustering of Short Text Streams Using Evolutionary Word Relation Network

S Yang, G Huang, X Zhou, V Mak, J Yearwood

(2021), Vol. 20, pp. 341-370, International Journal of Information Technology and Decision Making, C1

journal article

Lempel-Ziv complexity of the pNNx statistics - an application to neonatal stress

M Šapina, C Karmakar, K Kramarić, M Kośmider, M Garcin, D Brdarić, K Milas, J Yearwood

(2021), Vol. 146, Chaos, Solitons and Fractals, C1

journal article

Deep Continual Learning for Emerging Emotion Recognition

S Thuseethan, S Rajasegarar, J Yearwood

(2021), pp. 1-14, IEEE Transactions on Multimedia, Piscataway, N.J., C1

journal article

Boosting Emotion Recognition in Context using Non-target Subject Information

S Thuseethan, Sutharshan Rajasegarar, John Yearwood

(2021), pp. 1-7, IJCNN 2021 : Proceedings of the International Joint Conference on Neural Networks, Shenzhen, China, E1

conference

A regretbased incremental elicitation for multicriteria force design

V MakHau, T Cao, J Yearwood

(2021), pp. 939-945, MODSIM 2021 : Modelling for action with a flood of data and a cloud of uncertainty : Proceedings of the 24th International Congress on Modelling and Simulation, Sydney, N.S.W., E1

conference
2020

Using spatiotemporal distribution of geocoded Twitter data to predict US county-level health indices

T Nguyen, M Larsen, B O'Dea, H Nguyen, D Nguyen, J Yearwood, D Phung, S Venkatesh, H Christensen

(2020), Vol. 110, pp. 620-628, Future Generation Computer Systems, C1

journal article

Identifying smoker subgroups with high versus low smoking cessation attempt probability: A decision tree analysis approach

H Yong, C Karmakar, R Borland, S Kusmakar, M Fuller-Tyszkiewicz, J Yearwood

(2020), Vol. 103, Addictive Behaviors, England, C1

journal article

Precision psychiatry with immunological and cognitive biomarkers: a multi-domain prediction for the diagnosis of bipolar disorder or schizophrenia using machine learning

B Fernandes, C Karmakar, R Tamouza, T Tran, J Yearwood, N Hamdani, H Laouamri, J Richard, R Yolken, M Berk, S Venkatesh, M Leboyer

(2020), Vol. 10, Translational Psychiatry, United States, C1

journal article

Complex Emotion Profiling: An Incremental Active Learning Based Approach with Sparse Annotations

S Thuseethan, S Rajasegarar, J Yearwood

(2020), Vol. 8, pp. 147711-147727, IEEE Access, C1

journal article

Deep metric learning based citrus disease classification with sparse data

S Janarthan, S Thuseethan, S Rajasegarar, Q Lyu, Y Zheng, J Yearwood

(2020), Vol. 8, pp. 162588-162600, IEEE Access, C1

journal article

Anchored vertex exploration for community engagement in social networks

Taotao Cai, Jianxin Li, Nur Hasan Haldar, Ajmal Mian, John Yearwood, Timos Sellis

(2020), pp. 409-420, ICDE 2020 : Proceedings of the IEEE 36th International Conference on Data Engineering, Dallas, Tex., E1

conference

A mixed integer linear programming approach for soft graph clustering

V Mak-Hau, J Yearwood

(2020), pp. 1166-1171, ICDM2020 : Proceedings of IEEE's International Conference on Data Mining, Online : Sorrento, Italy, E1

conference

Multimodal Deep Learning Framework for Sentiment Analysis from Text-Image Web Data

Selvarajah Thuseethan, Sivasubramaniam Janarthan, Sutharshan Rajasegarar, Priya Kumari, John Yearwood

(2020), pp. 267-274, WI-IAT 2020 : Proceedings of the IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, Melbourne, Victoria, E1

conference
2019

Impact of ECG dataset diversity on generalization of CNN model for detecting QRS complex

Ahsan Habib, Chandan Karmakar, John Yearwood

(2019), Vol. 7, pp. 93275-93285, IEEE access, Piscataway, N.J., C1

journal article

Detecting micro-expression intensity changes from videos based on hybrid deep CNN

S Thuseethan, S Rajasegarar, J Yearwood

(2019), Vol. 11441, pp. 387-399, PAKDD 2019 : Proceedings of the 23rd Pacific-Asia Conference on Knowledge Discoveri and Data Mining, Macau, China, E1

conference

Emotion intensity estimation from video frames using deep hybrid convolutional neural networks

S Thuseethan, S Rajasegarar, J Yearwood

(2019), pp. 1-10, IJCNN 2019 : Proceedings of the 2019 International Joint Conference on Neural Networks, Budapest, Hungary, E1

conference

SeShare: secure cloud data sharing based on blockchain and public auditing

L Huang, G Zhang, S Yu, A Fu, J Yearwood

(2019), WorldCIST and SecFog 2017 : World Conference on Information Systems and Technologies and Security and Privacy Issues in Fog Computing, Madeira, Portugal, E1

conference

Deep hybrid spatiotemporal networks for continuous pain intensity estimation

S Thuseethan, S Rajasegarar, J Yearwood

(2019), Vol. 11955, pp. 449-461, APNNS 2019 : Proceedings of the 26th International Conference on Neural Information Processing of the Asia-Pacific Neural Network Society 2019, Sydney, N.S.W., E1

conference

Aggregation of dependent criteria in multicriteria decision making problems by means of capacities

G Beliakov, S Boswell, T Cao, R Dazeley, V Mak-Hau, M Nguyen, T Wilkin, J Yearwood

(2019), pp. 228-234, MODSIM2019 : Supporting evidence-based decision making: the role of modelling and simulation : Proceedings of the 23rd International Congress on Modelling and Simulation, Canberra, A.C.T., E1

conference
2018

Multistage fusion approaches based on a generative model and multivariate exponentially weighted moving average for diagnosis of cardiovascular autonomic nerve dysfunction

M Hassan, S Huda, J Yearwood, H Jelinek, A Almogren

(2018), Vol. 41, pp. 105-118, Information fusion, Amsterdam, The Netherlands, C1

journal article

A Framework for Software Defect Prediction and Metric Selection

S Huda, S Alyahya, M Mohsin Ali, S Ahmad, J Abawajy, H Al-Dossari, J Yearwood

(2018), Vol. 6, pp. 2844-2858, IEEE Access, C1

journal article

A hybrid-multi filter-wrapper framework to identify run-time behaviour for fast malware detection

S Huda, R Islam, J Abawajy, J Yearwood, M Hassan, G Fortino

(2018), Vol. 83, pp. 193-207, Future Generation Computer Systems, C1

journal article

Detection of epileptic seizure based on entropy analysis of short-term EEG

P Li, C Karmakar, J Yearwood, S Venkatesh, M Palaniswami, C Liu

(2018), Vol. 13, PLoS ONE, United States, C1

journal article

A malicious threat detection model for cloud assisted internet of things (CoT) based industrial control system (ICS) networks using deep belief network

S Huda, S Miah, J Yearwood, S Alyahya, H Al-Dossari, R Doss

(2018), Vol. 120, pp. 23-31, Journal of parallel and distributed computing, Amsterdam, The Netherlands, C1

journal article

Securing the operations in SCADA-IoT platform based industrial control system using ensemble of deep belief networks

S Huda, J Yearwood, M Hassan, A Almogren

(2018), Vol. 71, pp. 66-77, Applied Soft Computing Journal, C1

journal article

Improving chamfer template matching using image segmentation

D Nguyen, N Vu, T Do, T Nguyen, J Yearwood

(2018), Vol. 25, pp. 1635-1639, IEEE signal processing letters, Piscataway, N.J., C1

journal article

Exploring reasoning mechanisms in ward rounds: A critical realist multiple case study

P Perversi, J Yearwood, E Bellucci, A Stranieri, J Warren, F Burstein, H Mays, A Wolff

(2018), Vol. 18, BMC Health Services Research, England, C1

journal article

Multi-lag tone-entropy in neonatal stress

M Šapina, C Karmakar, K Kramarić, M Garcin, P Adelson, K Milas, M Pirić, D Brdarić, J Yearwood

(2018), Vol. 15, Journal of the Royal Society Interface, England, C1

journal article

Customized data sharing scheme based on blockchain and weighted attribute

L Huang, G Zhang, S Yu, A Fu, J Yearwood

(2018), pp. 1-6, GLOBECOM 2018 : Proceedings of the 2018 IEEE Global Communications Conference, Abu Dhabi, United Arab Emirates, E1

conference
2017

Defending unknown attacks on cyber-physical systems by semi-supervised approach and available unlabeled data

S Huda, S Miah, M Mehedi Hassan, R Islam, J Yearwood, M Alrubaian, A Almogren

(2017), Vol. 379, pp. 211-228, Information Sciences, C1

journal article

Heterogeneous cooperative co-evolution memetic differential evolution algorithm for big data optimization problems

N Sabar, J Abawajy, J Yearwood

(2017), Vol. 21, pp. 315-327, IEEE Transactions on Evolutionary Computation, C1

journal article

A fast malware feature selection approach using a hybrid of multi-linear and stepwise binary logistic regression

S Huda, J Abawajy, M Abdollahian, R Islam, J Yearwood

(2017), Vol. 29, Concurrency and Computation: Practice and Experience, C1

journal article

Exponentially weighted control charts to monitor multivariate process variability for high dimensions

N Gunaratne, M Abdollahian, S Huda, J Yearwood

(2017), Vol. 55, pp. 4948-4962, International journal of production research, Abingdon, Eng., C1

journal article

A parallel framework for software defect detection and metric selection on cloud computing

M Ali, S Huda, J Abawajy, S Alyahya, H Al-Dossari, J Yearwood

(2017), Vol. 20, pp. 2267-2281, Cluster Computing, C1

journal article

Kernel-based features for predicting population health indices from geocoded social media data

T Nguyen, M Larsen, B O'Dea, D Nguyen, J Yearwood, D Phung, S Venkatesh, H Christensen

(2017), Vol. 102, pp. 22-31, Decision Support Systems, C1

journal article

Patchwork-based multilayer audio watermarking

I Natgunanathan, Y Xiang, G Hua, G Beliakov, J Yearwood

(2017), Vol. 25, pp. 2176-2187, IEEE/ACM transactions on audio speech and language processing, Piscataway, N.J., C1

journal article

Detection of ground parrot vocalisation: A multiple instance learning approach

D Nguyen, P Ogunbona, W Li, E Tasker, J Yearwood

(2017), Vol. 142, pp. 1281-1290, Journal of the Acoustical Society of America, United States, C1

journal article

CExp: secure and verifiable outsourcing of composite modular exponentiation with single untrusted server

S Li, L Huang, A Fu, J Yearwood

(2017), Vol. 3, pp. 236-241, Digital Communications and Networks, C1

journal article

Prediction of population health indices from social media using kernel-based textual and temporal features

T Nguyen, D Nguyen, M Larsen, B O'Dea, J Yearwood, Q Phung, S Venkatesh, H Christensen

(2017), pp. 99-107, WWW 2017 : Proceedings of the 26th International World Wide Web Conference 2017, Perth, W.A., E1

conference
2016

Hybrids of support vector machine wrapper and filter based framework for malware detection

S Huda, J Abawajy, M Alazab, M Abdollalihian, R Islam, J Yearwood

(2016), Vol. 55, pp. 376-390, Future Generation Computer Systems, C1

journal article

Protection of Privacy in Biometric Data

I Natgunanathan, A Mehmood, Y Xiang, G Beliakov, J Yearwood

(2016), Vol. 4, pp. 880-892, IEEE Access, C1

journal article

Group decision making in health care: A case study of multidisciplinary meetings

V Sharma, A Stranieri, F Burstein, J Warren, S Daly, L Patterson, J Yearwood, A Wolff

(2016), Vol. 25, pp. 476-485, Journal of Decision Systems, C1

journal article

Guidelines for developing and reporting machine learning predictive models in biomedical research: A multidisciplinary view

W Luo, D Phung, T Tran, S Gupta, S Rana, C Karmakar, A Shilton, J Yearwood, N Dimitrova, T Ho, S Venkatesh, M Berk

(2016), Vol. 18, Journal of Medical Internet Research, Canada, C1

journal article

A Hybrid Feature Selection with Ensemble Classification for Imbalanced Healthcare Data: A Case Study for Brain Tumor Diagnosis

S Huda, J Yearwood, H Jelinek, M Hassan, G Fortino, M Buckland

(2016), Vol. 4, pp. 9145-9154, IEEE Access, C1

journal article

Discriminative cues for different stages of smoking cessation in online community

T Nguyen, R Borland, J Yearwood, H Yong, S Venkatesh, D Phung

(2016), Vol. LNCS 10042, pp. 146-153, WISE 2016 : Proceedings of the 17th International Conference on Web Information Systems Engineering, Shanghai, China, E1

conference
2015

Constructing an inter-post similarity measure to differentiate the psychological stages in offensive chats

M Miah, J Yearwood, S Kulkarni

(2015), Vol. 66, pp. 1065-1081, Journal of the association for information science and technology, London, Eng., C1-1

journal article
2014

A theoretical foundation of demand driven web services

Z Sun, J Yearwood

(2014), pp. 1-32, Handbook of research on demand-driven web services: theory, technologies, and applications, Hershey, Pa., B1-1

book chapter

A hybrid wrapper-filter approach to detect the source(s) of out-of-control signals in multivariate manufacturing process

S Huda, M Abdollahian, M Mammadov, J Yearwood, S Ahmed, I Sultan

(2014), Vol. 237, pp. 857-870, European journal of operational research, Amsterdam, The Netherlands, C1-1

journal article

Hybrid metaheuristic approaches to the expectation maximization for estimation of the hidden markov model for signal modeling

S Huda, J Yearwood, R Togneri

(2014), Vol. 44, pp. 1962-1977, IEEE transactions on cybernetics, Piscataway, United States, C1-1

journal article

A new loss function for robust classification

L Zhao, M Mammadov, J Yearwood

(2014), Vol. 18, pp. 697-715, Intelligent data analysis, [Amsterdam, The Netherlands], C1-1

journal article

Attribute weighted Naive Bayes classifier using a local optimization

S Taheri, J Yearwood, M Mammadov, S Seifollahi

(2014), Vol. 24, pp. 995-1002, Neural computing and applications, Berlin, Germany, C1-1

journal article

Analytics service oriented architecture for enterprise information systems

Z Sun, K Strang, J Yearwood

(2014), pp. 508-516, iiWAS2014 : Proceedings of the 16th International Conference on Information Integration and Web-based Applications & Services, Hanoi, Vietnam, E1-1

conference
2013

A data mining application of the incidence semirings

J Abawajy, A Kelarev, J Yearwood, C Turville

(2013), Vol. 39, pp. 1083-1093, Houston journal of mathematics, Houston, Tx., C1

journal article

An algorithm for minimization of pumping costs in water distribution systems using a novel approach to pump scheduling

A Bagirov, A Barton, H Mala-Jetmarova, A Al Nuaimat, S Ahmed, N Sultanova, J Yearwood

(2013), Vol. 57, pp. 873-886, Mathematical and computer modelling, Amsterdam, The Netherlands, C1-1

journal article

A technique for ranking friendship closeness in social networking services

Z Sun, J Yearwood, S Firmin

(2013), pp. 1-10, ACIS 2013 : Information systems: transforming the future : Proceedings of the 24th Australasian Conference on Information Systems, Melbourne, Vic., E1-1

conference

Illicit image detection using erotic pose estimation based on kinematic constraints

M Islam, P Watters, J Yearwood, M Hussain, L Swarna

(2013), Vol. 152 Chapter 41, pp. 481-495, CISSE 2011 : Proceedings of the 2011 International Joint Conferences on Computer, Information, and Systems Sciences, and Engineering, Bridgeport, Connecticut, E1-1

conference

Illicit image detection: an MRF model based stochastic approach

M Islam, P Watters, J Yearwood, M Hussain, L Swarna

(2013), Vol. 152 Chapter 40, pp. 467-479, CISSE 2011 : Proceedings of the International Joint Conferences on Computer, Information and Systems Sciences, and Engineering, Bridgeport, Connecticut, E1-1

conference
2012

Approaches for community decision making and collective reasoning: knowledge technology support

J Yearwood, A Stranieri

(2012), Hershey, Pa., A1-1

book

Applications of machine learning for linguistic analysis of texts

R Torney, J Yearwood, P Vamplew, A Kelarev

(2012), pp. 133-148, Machine Learning Algorithms for Problem Solving in Computational Applications: Intelligent Techniques, Hershey, Pa., B1-1

book chapter

Machine learning algorithms for analysis of DNA data sets

J Yearwood, A Bagirov, A Kelarev

(2012), pp. 47-58, Machine learning algorithms for problem solving in computational applications: intelligent techniques, Hershey, Pa., B1-1

book chapter

Application of rank correlation, clustering and classification in information security

G Beliakov, J Yearwood, A Kelarev

(2012), Vol. 7, pp. 935-945, Journal of networks, Oulu, Finland, C1

journal article

Derivative-free optimization and neural networks for robust regression

G Beliakov, A Kelarev, J Yearwood

(2012), Vol. 61, pp. 1467-1490, Optimization, Abingdon, England, C1

journal article

Performance evaluation of multivariate non-normal process using metaheuristic approaches

S Ahmad, M Abdollahian, M Bhatti, S Huda, J Yearwood

(2012), Vol. 20, pp. 299-315, Journal of applied statistical science, Hauppage, N.Y., C1-1

journal article

Profiling phishing activity based on hyperlinks extracted from phishing emails

J Yearwood, M Mammadov, D Webb

(2012), Vol. 2, pp. 5-16, Social network analysis and mining, Berlin, Germany, C1-1

journal article

Optimal rees matrix constructions for analysis of data

A Kelarev, J Yearwood, L Zi

(2012), Vol. 92, pp. 357-366, Journal of the Australian Mathematical Society, Cambridge, Eng., C1-1

journal article

Novel weighting in single hidden layer feedforward neural networks for data classification

S Seifollahi, J Yearwood, B Ofoghi

(2012), Vol. 64, pp. 128-136, Computers and mathematics with applications, Amsterdam, The Netherlands, C1-1

journal article

Using psycholinguistic features for profiling first language of authors

R Torney, P Vamplew, J Yearwood

(2012), Vol. 63, pp. 1256-1269, Journal of the Association for Information Science and Technology, London, Eng., C1-1

journal article

Improving classifications for cardiac autonomic neuropathy using multi-level ensemble classifiers and feature selection based on random forest

A Kelarev, A Stranieri, J Yearwood, J Abawajy, H Jelinek

(2012), pp. 93-101, AusDM 2012 : Proceedings of the 10th Australasian Data Mining Conference, Sydney, N.S.W., E1

conference

A novel approach to optimal pump scheduling in water distribution systems

A Bagirov, A Barton, H Mala-Jetmarova, A Al Nuaimat, S Ahmed, N Sultanova, J Yearwood

(2012), pp. 618-631, WDSA 2012: 14th Water Distribution Systems Analysis Conference, 24-27 September 2012 in Adelaide, South Australia, Adelaide, S. Aust., E1-1

conference

Integrating online social networks with e-Commerce: a CBR approach

Z Sun, S Firmin, J Yearwood

(2012), pp. 1-11, ACIS 2012 : Proceedings of the 23rd Australasian Conference on Information Systems, Geelong, Victoria, E1-1

conference

Empirical study of decision trees and ensemble classifiers for monitoring of diabetes patients in pervasive healthcare

A Kelarev, A Stranieri, J Yearwood, H Jelinek

(2012), pp. 441-446, NBis 2012 : Proceedings of the 15th International Conference on Network-Based Information Systems, Melbourne, Victoria, E1-1

conference

Empirical investigation of consensus clustering for large ECG data sets

A Kelarev, A Stranieri, J Yearwood, H Jelinek

(2012), pp. 1-4, CBMS 2012 : Proceedings of the 2012 25th International Symposium on Computer-Based Medical Systems, Rome, Italy, E1-1

conference

Detection of CAN by ensemble classifiers based on ripple down rules

A Kelarev, R Dazeley, A Stranieri, J Yearwood, H Jelinek

(2012), Vol. 7457, pp. 147-159, PKAW 2012 : Proceedings of the 12th International Workshop on Knowledge Management and Aquisition for Intelligent Systems, Kuching, Malaysia, E1-1

conference
2011

Real-time detection of children's skin on social networking sites using Markov random field modelling

M Islam, P Watters, J Yearwood

(2011), Vol. 16, pp. 51-58, Information security technical report, Amsterdam, The Netherlands, C1-1

journal article

Does the Delphi process lead to increased accuracy in group-based judgmental forecasts or does it simply induce consensus amongst judgmental forecasters?

F Bolger, A Stranieri, G Wright, J Yearwood

(2011), Vol. 78, pp. 1671-1680, Technological forecasting and social change, Amsterdam, The Netherlands, C1-1

journal article

Optimization of matrix semirings for classification systems

D Gao, A Kelarev, J Yearwood

(2011), Vol. 84, pp. 492-503, Bulletin of the Australian mathematical society, Cambridge, Eng., C1-1

journal article

ICT change agents: global actors in financial services technology projects

J Jagodick, J Courvisanos, J Yearwood

(2011), Vol. 16, pp. 165-180, Asia pacific management review, Tainan, Taiwan., C1-1

journal article

Optimization of classifiers for data mining based on combinatorial semigroups

A Kelarev, J Yearwood, P Watters

(2011), Vol. 82, pp. 242-251, Semigroup forum, Berlin, Germany, C1-1

journal article

A novel canonical dual computational approach for prion AGAAAAGA amyloid fibril molecular modeling

J Zhang, D Gao, J Yearwood

(2011), Vol. 284, pp. 149-157, Journal of theoretical biology, Amsterdam, The Netherlands, C1-1

journal article

Hybrid wrapper-filter approaches for input feature selection using maximum relevance-minimum redundancy and artificial neural network input gain measurement approximation (ANNIGMA)

S Huda, J Yearwood, A Stranieri

(2011), Vol. 113, pp. 43-52, ACSC 2011 :, Perth, W.A., E1-1

conference

Child face detection using age specific luminance invariant geometric descriptor

M Islam, P Watters, J Yearwood

(2011), pp. 34-39, ICSIPA 2011 : Proceedings of the IEEE International Conference on Signal & Image Processing Applications 2011, Kuala Lumpur, Malaysia, E1-1

conference

Reinforcement learning approach to AIBO robot's decision making process in Robosoccer's goal keeper problem

S Mukherjee, J Yearwood, P Vamplew, S Huda

(2011), pp. 24-30, SNPD 2011 : Proceedings of the 2011 12th ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, Sydney, N.S.W., E1-1

conference

A reinforcement learning approach with spline-fit object tracking for AIBO robot's high level decision making

S Mukherjee, S Huda, J Yearwood

(2011), Vol. 368, pp. 169-183, SNPD 2011 : Proceedings of the 12th ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, Sydney, N.S.W., E1-1

conference

Detection of child exploiting chats from a mixed chat dataset as a text classification task

M RahmanMiah, J Yearwood, S Kulkarni

(2011), pp. 157-165, Australasian Language Technology Association Workshop 2011, ALTA 2011 - Proceedings, E1-1

conference
2010

Internet security applications of the Munn rings

A Kelarev, J Yearwood, P Watters, X Wu, J Abawajy, L Pan

(2010), Vol. 81, pp. 162-171, Semigroup forum, New York N.Y., C1

journal article

Learning parse-free event-based features for textual entailment recognition

B Ofoghi, J Yearwood

(2010), Vol. 6464, pp. 184-193, AI 2010 : Proceedings of the 23rd Australasian Joint Conference on Artificial Intelligence, Adelaide, S. Aust., E1-1

conference
2009

Optimization of multiple classifiers in data mining based on string rewriting systems

R Dazeley, A Kelarev, J Yearwood, M Mammadov

(2009), Vol. 2, pp. 41-56, Asian-European journal of mathematics, C1-1

journal article

The impact of frame semantic annotation levels, frame-alignment techniques, and fusion methods on factoid answer processing

B Ofoghi, J Yearwood, M Liping

(2009), Vol. 60, pp. 247-263, Journal of the American Society for Information Science and Technology, C1-1

journal article

Key Public Sector Individuals as ICT Change Agents: An Analysis of Australian and German Experience

J Jagodick, J Courvisanos, J Yearwood, P Braun

(2009), Vol. 31, pp. 197-212, Asia Pacific Journal of Public Administration, C1-1

journal article

Applying clustering and ensemble clustering approaches to phishing profiling

D Webb, J Yearwood, L Ma, P Vamplew, B Ofoghi, A Kelarev

(2009), pp. 25-34, AusDM 2009 : Proceedings of the Australasian Data Mining Conference, Melbourne, Victoria, E1-1

conference

Can shallow semantic class information help answer passage retrieval?

B Ofoghi, J Yearwood

(2009), Vol. 5866, pp. 587-596, AI 2009 : Advances in Artificial Intelligence : Proceedings of the 22nd Australasian Joint Conference, Melbourne, Victoria, E1-1

conference

From lexical entailment to recognizing textual entailment using linguistic resources

B Ofoghi, J Yearwood

(2009), pp. 119-123, Australasian Language Technology Association Workshop, ALTA 2009 - Proceedings, E1-1

conference
2008

The impact of semantic class identification and semantic role labeling on natural language answer extraction

B Ofoghi, J Yearwood, L Ma

(2008), Vol. 4956, pp. 430-437, ECIR 2008 : Proceedings of the 30th European Conference on Information Retrieval, Glasgow, Scotland, E1-1

conference

FrameNet-based fact-seeking answer processing: a study of semantic alignment techniques and lexical coverage

B Ofoghi, J Yearwood, L Ma

(2008), Vol. 5360, pp. 192-201, AI 2008 : Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence, Auckland, N.Z., E1-1

conference
2007

An optimization approach to identify the relationship between features and output of a multi-label classifier

Musa Mammadov, Alex Rubinov, John Yearwood

(2007), Vol. 7, pp. 141-167, Data Mining in Biomedicine, Boston, Mass., B1-1

book chapter

Narrative-based interactive learning environments from modelling reasoning

J Yearwood, A Stranieri

(2007), Vol. 10, pp. 192-208, Educational technology and society, Palmerston North, N.Z., C1-1

journal article

A within-frame ontological extension on FrameNet: application in predicate chain analysis and question answering

B Ofoghi, J Yearwood, R Ghosh

(2007), Vol. 4830, pp. 404-414, AI 2007 : advances in artificial intelligence : Proceedings of the 20th Australian Joint Conference on Artificial Intelligence, Gold Coast, Queensland, E1-1

conference
2006

A hybrid neural learning algorithm using evolutionary learning and derivative free local search method

R Ghosh, J Yearwood, M Ghosh, A Bagirov

(2006), Vol. 16, pp. 201-213, International journal of neural systems, Singapore, Singapore, C1-1

journal article

The generic/actual argument model of practical reasoning

J Yearwood, A Stranieri

(2006), Vol. 41, pp. 358-379, Decision support systems, Amsterdam, The Netherlands, C1-1

journal article

A new nonsmooth optimization algorithm for minimum sum-of-squares clustering problems

A Bagirov, J Yearwood

(2006), Vol. 170, pp. 578-596, European journal of operational research, Amsterdam, The Netherlands, C1-1

journal article

A semantic method to information extraction for decision support systems

B Ofoghi, J Yearwood, R Ghosh

(2006), pp. 1465-1471, AMCIS 2006 : Proceedings of the 12th Americas Information Systems Conference, Acapulco, Mexico, E1-1

conference

A semantic approach to boost passage retrieval effectiveness for question answering

B Ofoghi, J Yearwood, R Ghosh

(2006), Vol. 48, pp. 95-101, ACSC 2006 : Proceedings of the 29th Australian Computer Science Conference, Hobart, Tasmania, E1-1

conference

A hybrid question answering schema using encapsulated semantics in lexical resources

B Ofoghi, J Yearwood, R Ghosh

(2006), pp. 1276-1280, AI 2006: Advances in Artificial Intelligence. 19th Australian Joint Conference on Artificial Intelligence Hobart, Australia, December 4-8, 2006 Proceedings, Hobart, Tasmania, E1-1

conference
2005

A Fully Automated Breast Cancer Recognition System Using Discrete-Gradient Based Clustering and Multi Category Feature Selection

R Ghosh, M Ghosh, J Yearwood

(2005), Vol. 9, pp. 244-256, Journal of Advanced Computational Intelligence and Intelligent Informatics, C1-1

journal article

Using association and overlapping time window approach to detect drug reaction signals

S Ivkovic, G Saunders, R Ghosh, J Yearwood

(2005), Vol. 1, pp. 1045-1053, Proceedings - International Conference on Computational Intelligence for Modelling, Control and Automation, CIMCA 2005 and International Conference on Intelligent Agents, Web Technologies and Internet, E1-1

conference
2004

A fuzzy derivative approach to classification of outcomes from the ADRAC database

M Mamedov, G Saunders, J Yearwood

(2004), Vol. 11, pp. 169-179, International transactions in operational research, Chichester, Eng., C1-1

journal article
2003

New algorithms for multi-class cancer diagnosis using tumor gene expression signatures

A Bagirov, B Ferguson, S Ivkovic, G Saunders, J Yearwood

(2003), Vol. 19, pp. 1800-1807, Bioinformatics, Oxford, Eng., C1-1

journal article

An algorithm for clustering based on non-smooth optimization techniques

A Bagirov, A Rubinov, N Soukhoroukova, J Yearwood

(2003), Vol. 10, pp. 611-617, International transactions in operational research, Chichester, Eng., C1-1

journal article
2002

Discovering interesting association rules from legal databases

S Ivkovic, J Yearwood, A Stranieri

(2002), Vol. 11, pp. 35-47, Information and communications technology law, Abingdon, Eng., C1-1

journal article

An argumentation shell for supporting the development and drafting of legal arguments

J Yearwood, A Stranieri

(2002), Vol. 11, pp. 75-86, Information and communication technology law, Abingdon, Eng., C1-1

journal article
2001

Argumentation structures that integrate dialectical and non-dialectical reasoning

A Stranieri, J Zeleznikow, J Yearwood

(2001), Vol. 16, pp. 331-348, Knowledge engineering review, Cambridge, Eng., C1-1

journal article
1997

Retrieving cases for treatment advice in nursing using text representation and structured text retrieval

J Yearwood, R Wilkinson

(1997), Vol. 9, pp. 79-99, Artificial intelligence in medicine, Amsterdam, The Netherlands, C1-1

journal article
1996

Problem-centred learning using computer algebra systems in the engineering curriculum

A Subic, J Yearwood, B Glover, H Mays

(1996), Vol. 21, pp. 41-54, European journal of engineering education, Abingdon, Eng., C1-1

journal article

Funded Projects at Deakin

Australian Competitive Grants

Enhancing and supporting deliberations within multidisciplinary decision teams - (transfer in 2015)

A/Prof Frada Burstein, A/Prof Andrew Stranieri, Prof John Yearwood, Prof James Warren, Dr Alan Wolff

ARC - Discovery Projects

  • 2018: $9,027
  • 2016: $51,698
  • 2015: $25,849

ARC Research Hub for Digital Enhanced Living

Prof Kon Mouzakis, Prof Svetha Venkatesh, Prof Anthony Maeder, Prof Alison Hutchinson, Prof Michael Berk, Prof Ralph Maddison, Prof Abbas Kouzani, Prof Rajesh Vasa, Prof Helen Christensen, Prof Patricia Williams, Prof John Yearwood, Prof Susan Gordon, Prof David Powers, A/Prof Niranjan Bidargaddi, A/Prof Santu Rana, Prof Truyen Tran, Prof Sunil Gupta, Dr Wei Luo, A/Prof Mohamed Abdelrazek, Dr Felix Tan, Prof Henning Langberg, A/Prof Lars Kayser, Prof Finn Kensing, Prof Freimut Bodendorf, Prof James Warren, Dr Roopak Sinha, Prof A Smeaton, Mr Fonda Voukelatos, Mr John Fouyaxis, Prof John Grundy, Dr Kit Huckvale, Nicole Cockayne, David Varley, Dr Leonard Hoon, Dr Tanya Petrovich, Dr Anju Kissoon Curumsing, Matthew Macfarlane, Dr Scott Barnett, Ms Sharon Grocott, Dr Tom McClean, Prof Deborah Parker, Prof Jean-Guy Schneider, Dr Jessica Rivera Villicana, Prof Nilmini Wickramasinghe, A/Prof Carsten Rudolph, Mr Fernando Escorcia, Dr Gnana Bharathy

ARC Industrial Transformation Research Hubs

  • 2023: $18,750
  • 2021: $388,477
  • 2020: $385,381
  • 2019: $399,716
  • 2018: $449,083
  • 2017: $601,698

Blockchain-Enabled Federated Learning for Secure and Decentralised Learning

Prof Yong Xiang, Dr Longxiang Gao, Prof John Yearwood

ARC - Discovery Projects

  • 2024: $49,737
  • 2023: $159,467
  • 2022: $154,074

An intelligent machine modelling assistant for combinatorial optimisation

Prof John Yearwood, Prof Vicky Mak, Dr Bahadorreza Ofoghi

ARC - Discovery Projects

  • 2024: $51,342
  • 2023: $99,833
  • 2022: $143,266

Other Public Sector Funding

My Ultimate 4WD

Prof Rajesh Vasa, Prof Kon Mouzakis, Prof John Grundy, Prof John Yearwood, Dr Chris McCarthy

DIIS Grant - Global Innvoation Linkages Programme - Department of Industry, Innovation and Science

  • 2016: $40,000

NICTA/Data61 Scholarships - School of IT

Prof John Yearwood, A/Prof Mohamed Abdelrazek, Prof John Grundy, Prof Yong Xiang, Dr Shui Yu

Data61

  • 2021: $28,872
  • 2020: $19,394
  • 2019: $94,694
  • 2018: $126,645
  • 2017: $143,404

Timetabling and Data Analytics solutions for Defence. MyIP: 8308

Prof Vicky Mak, Prof John Yearwood

The Defence Science and Technology Group of the Department of Defence

  • 2019: $162,000
  • 2018: $100,000

Timetabling and Data Analytics solutions for Defence - Co-funded Post doc MyIP: 8366

Prof Vicky Mak, Prof John Yearwood

The Defence Science and Technology Group of the Department of Defence

  • 2019: $30,000
  • 2018: $30,000

Scaling Force Effectiveness Modelling and Assessment Methods.

Prof Vicky Mak, Prof John Yearwood, Prof Gleb Beliakov, Prof Richard Dazeley, A/Prof Tim Wilkin

The Defence Science and Technology Group of the Department of Defence

  • 2021: $49,221
  • 2020: $114,880
  • 2019: $131,293

Simulation, Optimisation and Data Analytics Solutions for Defence Submariners.

Prof Vicky Mak, Prof John Yearwood

DSTO Grant - Research - Defence Science & Technology Organisation

  • 2020: $141,277
  • 2019: $303,450

Simulation, Optimisation and Data Analytics solutions for Defence Submarine Workforce.

Prof Vicky Mak, Prof John Yearwood, Prof Terry Caelli, Mr Brendan Hill, Dr Bahadorreza Ofoghi

DSTO Grant - Research - Defence Science & Technology Organisation

  • 2023: $583,925
  • 2022: $420,474
  • 2021: $419,250
  • 2020: $100,000

Development of mathematical models and algorithms for Defence resource allocation problems, scheduling and optimisation problems.

Prof Vicky Mak, Prof John Yearwood

DSTO contract

  • 2021: $61,250
  • 2020: $40,000

Application of Generic Actual Argument Model to represent complex decisions and generate narratives.

Prof Richard Dazeley, Dr Sunil Aryal, Dr Bahadorreza Ofoghi, Prof John Yearwood

Department of Defence

  • 2022: $30,000

Industry and Other Funding

Intelligent software engineering techniques to monitor and improve the quality of software development and managing the productivity of the developers

Dr Shamsul Huda, Prof John Yearwood, Prof Jemal Abawajy

Sparx Systems, King Saud University

  • 2016: $20,000
  • 2015: $40,000

My Ultimate 4WD

Prof Rajesh Vasa, Prof Kon Mouzakis, Prof John Grundy, Prof John Yearwood, Dr Chris McCarthy

Kiandra IT

  • 2016: $40,000

ARC Research Hub for Digital Enhanced Living

Prof Kon Mouzakis, Prof Svetha Venkatesh, Prof Anthony Maeder, Prof Alison Hutchinson, Prof Michael Berk, Prof Ralph Maddison, Prof Abbas Kouzani, Prof Rajesh Vasa, Prof Helen Christensen, Prof Patricia Williams, Prof John Yearwood, Prof Susan Gordon, Prof David Powers, A/Prof Niranjan Bidargaddi, A/Prof Santu Rana, Prof Truyen Tran, Prof Sunil Gupta, Dr Wei Luo, A/Prof Mohamed Abdelrazek, Dr Felix Tan, Prof Henning Langberg, A/Prof Lars Kayser, Prof Finn Kensing, Prof Freimut Bodendorf, Prof James Warren, Dr Roopak Sinha, Prof A Smeaton, Mr Fonda Voukelatos, Mr John Fouyaxis, Prof John Grundy, Dr Kit Huckvale, Nicole Cockayne, David Varley, Dr Leonard Hoon, Dr Tanya Petrovich, Dr Anju Kissoon Curumsing, Matthew Macfarlane, Dr Scott Barnett, Ms Sharon Grocott, Dr Tom McClean, Prof Deborah Parker, Prof Jean-Guy Schneider, Dr Jessica Rivera Villicana, Prof Nilmini Wickramasinghe, A/Prof Carsten Rudolph, Mr Fernando Escorcia, Dr Gnana Bharathy

Uniting NSW.ACT, Uniting AgeWell, NeoProducts Pty Ltd, Health Metrics, Interrelate Limited, Cancer Council Victoria Grant - Research, Dementia Australia (Alzheimer's Australia) Vic Inc, Black Dog Institute, goAct, Aged Care & Housing Group Inc, Unisono Pty Ltd

  • 2022: $793,130
  • 2020: $553,025
  • 2019: $378,745

Cybersecurity Executive Awareness Training for Department of Premier and Cabinet

Mr Damien Manuel, Prof John Yearwood, Prof Matthew Warren

SecureWorx Pty Ltd

  • 2017: $10,000

Supervisions

Principal Supervisor
2023

Md Ahsan Habib

Thesis entitled: Physiological Time Series Analysis Using Deep Learning Techniques

Doctor of Philosophy (Information Technology), School of Information Technology

2022

Thuseethan Selvarajah

Thesis entitled: Deep Emotions: In-depth Emotion Recognition using Deep Learning

Doctor of Philosophy (Information Technology), School of Information Technology

2019

Paul Perversi

Thesis entitled: Collaborative Group Reasoning in Ward Rounds: A Critical Realist Case Study

Doctor of Philosophy (Information Technology), School of Information Technology

Executive Supervisor
2023

Janarthan Sivasubramaniam

Thesis entitled: Efficient Plant Disease and Pest Recognition Methods with Deep Learning

Doctor of Philosophy (Information Technology), School of Information Technology

Associate Supervisor
2023

Md Saifur Rahman

Thesis entitled: Machine Learning Framework for Noise Detection and Classification of Electrocardiogram (ECG)

Doctor of Philosophy (Information Technology), School of Information Technology

Md Palash Uddin

Thesis entitled: Communication-Efficient and Robust Federated Learning for Heterogeneous Data

Doctor of Philosophy (Information Technology), School of Information Technology

2020

Taotao Cai

Thesis entitled: Efficient Computation of Influential Users in Social Networks

Doctor of Philosophy (Information Technology), School of Information Technology