Prof John Yearwood

STAFF PROFILE

Position

Head of School

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

Filter by

2020

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

Hua-Hie Yong, Chandan Karmakar, Ron Borland, Shitanshu Kusmakar, Matthew Fuller-Tyszkiewicz, John Yearwood

(2020), Vol. 103, pp. 1-8, Addictive behaviors, Amsterdam, The Netherlands, C1

journal

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

Brisa Fernandes, Chandan Karmakar, Ryad Tamouza, Truyen Tran, John Yearwood, Nora Hamdani, Hakim Laouamri, Jean-Romain Richard, Robert Yolken, Michael Berk, Svetha Venkatesh, Marion Leboyer

(2020), Vol. 10, pp. 1-13, Translational Psychiatry, Berlin, Germany, C1

journal

Anchored Vertex Exploration for Community Engagement in Social Networks

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

(2020), 2020 IEEE 36th International Conference on Data Engineering (ICDE), Dallas, TX, USA, E1

conference
2019

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

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

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
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

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, Amsterdam, The Netherlands, C1

journal

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

(2018), pp. 1-9, Future generation computer systems, Amsterdam, The Netherlands, C1

journal

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, pp. 1-17, PLoS One, San Francisco, Calif., C1

journal

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

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

Shamsul Huda, John Yearwood

(2018), Vol. 71, pp. 66-77, Applied soft computing, Amsterdam, The Netherlands, C1

journal

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

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

Paul Perversi, John Yearwood, Emilia Bellucci, Andrew Stranieri, Jim Warren, Frada Burstein, Heather Mays, Alan Wolff

(2018), Vol. 18, pp. 1-11, BMC health services research, London, Eng., C1

journal

Multi-lag tone-entropy in neonatal stress

Matej ?apina, Chandan Karmakar, Karolina Kramari?, Matthieu Garcin, P Adelson, Kre?imir Milas, Marko Piri?, Dario Brdari?, John Yearwood

(2018), Vol. 15, Journal of the royal society interface, London, Eng., C1

journal

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

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

(2017), Vol. 379, pp. 211-228, Information sciences, Amsterdam, The Netherlands, C1

journal

Heterogeneous cooperative co-evolution memetic differential evolution algorithms for big data optimisation problems

N Sabar, J Abawajy, J Yearwood

(2017), Vol. 21, pp. 315-327, IEEE transactions on evolutionary computation, Piscataway, N.J., C1

journal

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, pp. 1-18, Concurrency Computation, Chichester, Eng., C1

journal

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

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, New York, N.Y., C1

journal

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, Amsterdam, The Netherlands, C1

journal

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

Detection of ground parrot vocalisation: a multiple instance learning approach

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

(2017), Vol. 142, Journal of acoustical society of America, Melville, N.Y., C1

journal

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, Amsterdam, The Netherlands, C1

journal

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

(2017), Vol. 6, pp. 2844-2858, IEEE access, Piscataway, N.J., C1

journal

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, Amsterdam, The Netherlands, C1

journal

Protection of privacy in biometric data

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

(2016), Vol. 4, pp. 880-892, IEEE access, Piscataway, N.J., C1

journal

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, Abingdon, Eng., C1

journal

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

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

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

(2016), Vol. 18, pp. 1-10, Journal of medical internet research, Toronto, Ont., C1

journal

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, Piscataway, N.J., C1

journal
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
2014

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

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

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

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

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

chapter

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
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, C1

journal

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

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

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

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, C1

journal

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

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), Vol. 134, pp. 93-101, Conferences in Research and Practice in Information Technology Series, E1

conference

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

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

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

chapter

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

J Yearwood, A Stranieri

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

book

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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
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, C1

journal

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

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

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

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

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
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

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

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

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

M Mammadov, A Rubinov, J Yearwood

(2007), Vol. 7, pp. 141-166, Springer Optimization and Its Applications, B1-1

chapter
2006

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 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

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

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

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
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
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

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
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

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
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
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
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

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, A/Prof Truyen Tran, A/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 Jeffrey Fiebig, Mr John Fouyaxis, Prof John Grundy, Dr Kit Huckvale, David Varley, Nicole Cockayne, Dr Leonard Hoon, Dr Tanya Petrovich, Mr Voytek Szapirko, Dr Hermant Ghayvat, Dr Anju Kissoon Curumsing, Matthew Macfarlane, Dr Tom McClean, Prof Deborah Parker, Dr Scott Barnett, Ms Sharon Grocott, Mr Steven Strange, Prof Jean-Guy Schneider, Prof Nilmini Wickramasinghe, A/Prof Carsten Rudolph, Dr Jordan Vincent

ARC Industrial Transformation Research Hubs

  • 2020: $299,126
  • 2019: $399,716
  • 2018: $449,083
  • 2017: $601,698

Other Public Sector Funding

My Ultimate 4WD

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

  • 2016: $40,000

NICTA/Data61 Scholarships - School of IT

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

  • 2019: $94,694
  • 2018: $126,645
  • 2017: $143,404

Timetabling and Data Analytics solutions for Defence. MyIP: 8308

A/Prof Vicky Mak, Prof John Yearwood

  • 2019: $162,000
  • 2018: $100,000

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

A/Prof Vicky Mak, Prof John Yearwood

  • 2019: $30,000
  • 2018: $30,000

Scaling Force Effectiveness Modelling and Assessment Methods.

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

  • 2020: $65,646
  • 2019: $131,293

Simulation, Optimisation and Data Analytics Solutions for Defence Submariners.

A/Prof Vicky Mak, Prof John Yearwood

  • 2020: $135,300
  • 2019: $303,450

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

  • 2016: $20,000
  • 2015: $40,000

My Ultimate 4WD

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

  • 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, A/Prof Truyen Tran, A/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 Jeffrey Fiebig, Mr John Fouyaxis, Prof John Grundy, Dr Kit Huckvale, David Varley, Nicole Cockayne, Dr Leonard Hoon, Dr Tanya Petrovich, Mr Voytek Szapirko, Dr Hermant Ghayvat, Dr Anju Kissoon Curumsing, Matthew Macfarlane, Dr Tom McClean, Prof Deborah Parker, Dr Scott Barnett, Ms Sharon Grocott, Mr Steven Strange, Prof Jean-Guy Schneider, Prof Nilmini Wickramasinghe, A/Prof Carsten Rudolph, Dr Jordan Vincent

  • 2020: $298,750
  • 2019: $378,745

Cybersecurity Executive Awareness Training for Department of Premier and Cabinet

Mr Damien Manuel, Prof John Yearwood, Prof Matthew Warren

  • 2017: $10,000

Supervisions

Principal Supervisor
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