edition #32: apr-jun 2017 - federation university australia

Edition #32: Apr-Jun 2017

CIAO Newsletter EDITION #32

Centre for Informatics and Applied Optimization Apr-Jun 2017

CRICOS Provider No. 00103D of 13

Director’s section Welcome to the new CIAO Newsletter which covers the period April – June 2017. All available previous issues starting from 2003 as well as the series of the School of Information Technology & Mathematical Sciences Research Newsletters dating from 1998 can now be accessed from the CIAO web site: http://federation.edu.au/ciao. The web site is currently undergoing a facelift with new pieces of information appearing here and there.

CIAO optimisation seminars take place fortnightly in Room T121, Mount Helen campus at 11:30 am. Remote access via Visimeet is available. This year we have had 17 research talks so far. The seminars are not strongly restricted to optimisation. Every CIAO researcher, as well as visitors from other national and overseas universities, are welcome to present.

We continue hosting international visitors. This year we have had 13 visitors so far.

This period was rich in various events. Let me mention the AMSI Optimise meeting in Melbourne in June, organised by the Australian Mathematical Sciences Institute (AMSI) and supported by the Federal and State Governments. It aimed at strengthening mathematical optimisation research engagement with industry and allowed academics from Australian universities actively interact with various businesses and learn each other’s capabilities and needs. The meeting received significant media coverage. It is going to become an annual event.

CIAO long-time collaborator and Adjunct Professor Jiří Outrata from the Institute of Information Theory and Automation of the Czech Academy of Sciences celebrated his 70th birthday in June this year. There going to be an international conference in September in Prague dedicated to Jiří Outrata.

Several more important CIAO and national events are scheduled for the second half of 2017 and beginning of 2018. CIAO wishes him many more achievements in mathematics and in sports.

This edition contains news from the Federation Learning Agents Group and Research Group on Pure Mathematics, the information about the visit to CIAO by President of the Iranian Operations Research Society Prof Mahdavi-Amiri and the list of recent publications by CIAO members.

Enjoy the reading.

A/Prof Alex Kruger

In this issue:

Faculty news Events Research group news Other news CIAO visitors General news New publications

Prof Alex Rubinov CIAO Founding Director

A/Prof Alex Kruger CIAO Research Director

Dr Guillermo Pineda Editor of CIAO Newsletter




News of the Faculty of Science and Technology

Review of Faculty of Science and Technology In accordance with the University’s Review of Faculties Policy, all Faculties are reviewed every five years to provide advice to the Deputy Vice-Chancellor (Academic) to:

Consider the internal organisation and management of the Faculty and its relationship to the University,

Assess the performance of the Faculty and its programs in the context of the University’s Strategic Plan 2016–20, and

Make recommendations for the future development of the Faculty.

A review of the Faculty of Science and Technology is scheduled for 31 July and 1 August.

Events

Capital Markets Cooperative Research Centre Dr Guillermo Pineda-Villavicencio and Dr Daniel Morales-Silva attended the Capital Markets Cooperative Research Centre (CMCRC) conference: Emerging Trends in Digital Health - 2017, held 17-18 May 2017 in Sydney. The conference showcased the research and innovation carried out by CMCRC and its partners in health.

Invited speakers:

Elizabeth Koff, Secretary, NSW Health, Nadia Levin, CEO and Managing Director of Research Australia, Professor Christine Bennett AO, CMCRC Board Member, Dr Paul Nicolarakis, CEO Lorica Health, Graeme Samuel AC, Vice Chancellor's Professorial Fellow, Monash University

Business School. Dr Morales-Silva delivered a talk titled "Risk adjusted variation analysis of surgeon and hospital departments". This new project is related to the 2016 Royal Australasian College of Surgeons reports on common surgical procedures that presented surgeon variation across several outcome indicators (e.g. length of patient stay). These were based on private health insurance claims data. Daniel works in close collaboration with the Medibank analytics team led by Mr Rory Atchinson. This research is part of Daniel's PhD project under the supervision of Dr Pineda-Villavicencio and Mr Rory Atchinson.

For further information please refer to https://www.cmcrc.com/health/health-events/conference-program.

AMSI Optimise AMSI Optimise (26-30 June 2017) is a new annual research training event that aims to strengthen mathematical optimisation research engagement and its applications across industry. Optimisation has been recognised on the Federal Government level as the priority research direction aiming at improving the performance of the Australian economy. AMSI Optimise was organised under the auspices of the Australian Mathematical Sciences Institute (AMSI) and was managed by the Standing Committee, which involves representatives of the main national optimisation centres, including MAXIMA (Monash




University), CIAO (Federation University), CARMA (University of Newcastle), RMITOpt (RMIT University) as well as groups from UniSA, University of Melbourne and others.

AMSI Optimise participants from Australia included: Victoria's Lead Scientist Dr Amanada Caples, AMSI Director Prof Geoff Prince, Australian Mathematical Society President and MAXIMA Director Prof Kate Smith-

Miles. There was a wide representation of universities and research centres, including CSIRO Data61, Australian Bureau of Statistics, IBM Research Australia, Monash Energy Materials and Systems Institute, WaterNSW. FedUni was represented by CIAO researchers A/Prof Alex Kruger, Dr Musa Mammadov and Honorary Research Fellow Dr Vera Roshchina.

Media coverage included:

New Symposium Will Challenge Mathematicians to Solve Industry Problems

Tim Dodd, Australian Financial Review, 26 June 2017

http://amsi.org.au/2017/06/26/new-symposium-will-challenge-mathematicians-solve-industry-problems/

Making Business More Efficient With Maths

Sky News Business (republished Herald Sun), 29 June 2017

http://amsi.org.au/2017/06/29/making-business-efficient-maths/

ABC Radio, 28 June 2017

Various news bulletins across 17 regional stations and ABC Radio News

AMSI Optimise: Preparing for the Fourth Industrial Revolution: Australian Resources

Australian Resources Mining and Agriculture News, 29 June 2017

http://amsi.org.au/2017/06/29/amsi-optimise-preparing-fourth-industrial-revolution-australian-resources/

The program can be found at http://optimise.amsi.org.au/wp-content/uploads/sites/35/2017/06/full-program-amsi-optimise-2017.pdf

Prof Jiří Outrata is 70! CIAO long-time collaborator and Adjunct Professor Jiří Outrata celebrated his 70th birthday 13 June 2017. Professor Outrata is Senior Researcher in the Institute of Information Theory and Automation of the Czech Academy of Sciences. He is a leading expert in nonsmooth optimisation and variational analysis. He has published 3 books and about 100 journal papers, supervised a number of PhD students, won numerous Czech and international research grants. Among his awards is the Honorary Medal of Bernard Bolzano.

Jiří’s activities are not limited to mathematics. He has devoted a great part of his life to top sailing. He has participated at several World and European Championships and Finn World Masters. He has become three times World Champion and won a number of other top rankings.

Professor Jiří Outrata, Mt Helen, January 2017




In the past he participated regularly in national alpine ski contest and international combined ski/yachting regattas.

Prof Outrata has visited Ballarat many times, the last time in January 2017. He has been involved as a Partner Investigator in two ARC Discovery projects and co-authored 4 papers with A/Prof Alex Kruger. CIAO congratulates Jiří with his birthday and wishes him many more achievements in mathematics and in sports.

The 11th International Conference on Parametric Optimization and Related Topics (ParaoptXI) in Prague, September 19 - 22, 2017 (http://paraoptxi.utia.cas.cz/) is dedicated to Jiří Outrata's 70th birthday. Plenary Speakers: René Henrion (Weierstrass Institute for Applied Analysis and Stochastics, Berlin, Germany), Diethard Klatte (University of Zürich, Switzerland), Michal Kočvara (the University of Birmingham, United Kingdom), Alexander Kruger (Federation University, Ballarat, Australia), Boris Mordukhovich (Wayne State University, Detroit, USA)

Conference Attendance, Visits to Other Universities A/Prof Adil Bagirov and Dr Sona Taheri participated in the Hausdorff Center for Mathematics Workshop Nonsmooth Optimization and its Applications in Bonn 15-19 May 2017, http://www.hcm.uni-bonn.de/events/eventpages/2017/nonsmooth-optimization-2017/ and SIAM Conference on Optimization in Vancouver 22-25 May 2017, http://www.siam.org/meetings/op17/. After that A/Prof Adil Bagirov visited Chongqing Normal University in China.

CIAO Seminars

Date Name Affiliation Topic

22 Jun Dr Eldar Hajilarov CIAO, Federation University Australia

Real solutions of some systems of polynomial equations

8 Jun A/Prof David Yost CIAO, Federation University Australia

Twisted sums, Chebyshev approximation and intersecting balls

25 May A/Prof Alex Kruger CIAO, Federation University Australia

Stability of error bounds

11 May Dr John Rankin La Trobe University Clifford’s mistake?

13 Apr Dr Musa Mammadov CIAO, Federation University Australia

Detection of outliers among medical providers




A/Prof Alex Kruger presenting at a CIAO seminar

For more information about CIAO seminars refer to http://federation.edu.au/faculties-and-schools/faculty-of-science-and-technology/research/centre-for-informatics-and-applied-optimization-ciao/events/optimisation-seminars.

Forthcoming Events Second Workshop on Metric Bounds and Transversality (WoMBaT 2017) WoMBaT is back. The second Workshop on Metric Bounds and Transversality (WoMBaT) is going to be held at RMIT University from November 30th to December 2nd 2017.

Organisers: Prof Andrew Eberhard (RMIT), A/Prof Alex Kruger (FedUni), Dr Vera Roshchina (RMIT and FedUni), Dr Julien Ugon (FedUni).

Keynote speakers: Prof René Henrion (Weierstrass Institute, Germany), Dr Héctor Ramírez (University of Chile) and Prof Michel Théra (University of Limoges, France).

Web: http://www.wombat.rmitopt.org/.

The Joint Optimization Conferences (JOC 2017) A number of conferences will be held this summer in Perth, Western Australia from December 4th to December 10th 2017.

The Eighth Australia-China Workshop on Optimization: Theory, Methods and Applications (ACWO 2017). A/Prof Adil Bagirov will be a Plenary Speaker.

The Second Pacific Optimization Conference (POC 2017). South Pacific Optimization Meeting in Western Australia 2017 (SPOM in WA 2017).

A/Prof Alexander Kruger and Dr Vera Roshchina are invited speakers, while A/Prof David Yost and Dr Vera Roshchina are on the organising committee.

Web: http://scieng.curtin.edu.au/science/mathematics-and-statistics/joc-2017/




61st Annual Meeting of the Australian Mathematical Society (AustMS) The 61st Annual Meeting of the Australian Mathematical Society will be held 12–15 December 2017 at the Macquarie University, Sydney.

International Invited Speakers:

Georgia Benkart (University of Wisconsin–Madison, USA), Representation theory and Lie algebras

Young-Ju Choie (Pohang University of Science and Technology, South Korea), Automorphic forms, automorphic representations, number theory

Ivan Corwin (Columbia University, USA), Integrable probability Hélène Frankowska (Université Pierre et Marie Curie, Paris 6, France), Non-linear

control, viability theory, set-valued analysis Andrei Okounkov (Columbia University, USA), Representation theory Maryna Viazovska (Humboldt University of Berlin, Germany), Number theory,

discrete geometry National Invited Speakers:

Michael Cowling (Univ. NSW), Harmonic Analysis Yihong Du (Univ. New England), Non-linear PDEs Catherine Greenhill (Univ. NSW), Graph theory, random algorithms Phil Pollett (Univ. Queensland), Applied probability Michael Small (Univ. WA), Complex systems Hans De Sterck (Monash Univ.), Computational mathematics ANZIAM Lecturer — tba.

AustMS session "Mathematical and Computational Optimisation"

There will be an optimisation session co-organised by Dr Guoyin Li and Dr Vera Roshchina. Please consider giving a talk at this session.

MATRIX program Algebraic Geometry, Approximation and Optimisation Members of CIAO were successful in securing $30k from the MATRIX Institute for the research program Algebraic Geometry, Approximation, and Optimisation, scheduled for 5-16 February 2018 at the Creswick Campus of University of Melbourne.

Organisers: Dr Julien Ugon (FedUni), Dr Vera Roshchina (RMIT and FedUni), Dr Nadezda Sukhorukova (Swinburne University and FedUni), Prof Enrico Carlini (Politecnico di Torino), Prof Jochen Garcke (University of Bonn), Prof Wolfgang Hackbusch (Max Planck Institute), Prof Markus Hegland (ANU) and Prof David Smyth (ANU).

Variational Analysis Down Under (VADU2018) Following the success of the Mathematical Optimisation Down Under (MODU2016) workshop in Melbourne, CIAO researchers jointly with colleagues at RMIT University and several other universities in Australia and overseas are organising Variational Analysis Down Under (VADU2018) conference 19-23 February 2018 in Ballarat. The conference is going to be dedicated to the 70th birthday of world renowned expert in optimisation and variational analysis, long term CIAO collaborator and Partner Investigator on one of CIAO current ARC Discovery projects Prof Asen Dontchev (University of Michigan, USA). The keynote lecture is going to be delivered by Prof Terry Rockafellar (University of Seattle and




University of Florida, USA), the world leader in optimisation, the founder of two branches of mathematics: Convex Analysis and Variational Analysis, recipient of numerous international awards and prizes (Wikipedia: https://en.wikipedia.org/wiki/R._Tyrrell_Rockafellar).

Web: http://vadu2018.org/.

Research Group News

Federation Learning Agents Group (FLAG) Members: A/Prof Peter Vamplew, Dr Richard Dazeley, and Dr Cameron Foale.

New scholarship opportunity through Defence Sciences Technology Group and Defence Sciences Institute

A/Prof Peter Vamplew from FLAG has been successful in negotiating a joint PhD scholarship project through the Defence Sciences Technology Group (DSTG) and Defence Sciences Institute (DSI) of $45k over 3 years to support a defence-related project titled "Multi-Objective Reinforcement Learning in Dynamic Team Based Adversarial Games".

A range of technologies have the potential to change the way future military aerospace operations are conducted. In order to maximise the utility of these technologies, future tactics and concepts of operations will need to be developed and explored. Machine learning techniques have revolutionised a number of fields such as new drug discovery in the pharmaceutical industry and gene discovery in computational biology. Similarly, these techniques have the potential to be equally transformative in the field of computational operations research in the area of tactics discovery for new aerospace technologies.

Reinforcement learning, in particular, shows significant promise in discovering optimal behaviour in a number of application domains. While single agent reinforcement learning with a single objective can be useful, most problems in multi-agent simulation (such as multi-ship air combat) have multiple (often competing) objectives and include multiple agents on opposing teams.

The fields of Multi-Objective Reinforcement Learning (MORL) and Multi-Agent Reinforcement Learning (MARL) are nascent but have the potential to be transformative in the area of tactical discovery. Additional basic research needs to be undertaken to develop these fields to meet the requirements for tactical discovery in multi-agent team based adversarial simulations.

The proposed research program will undertake basic research in Multi-Objective Reinforcement Learning (MORL) within the following contexts:

Multiple competing objectives Multi-agent simulation with a dynamic and continuous state space. team based NvM adversarial game. Coordinated team behaviour.

A/Prof Vamplew said, "this is a great opportunity to apply our theoretical expertise in multi-objective reinforcement learning to a significant real-world problem of national importance".

DSTG PhD Scholarship - Applications open

As a result of the previous development, FLAG is seeking applications from highly motivated and suitably qualified candidates for a fully funded scholarship for commencement in Semester 2 2017. The successful application will pursue a program of research in an area of

A/Prof Peter Vamplew FLAG Leader




interest to both Faculty and our industry partners, the Defence Science and Technology Group (DSTG) and the Defence Sciences Institute (DSI).

Successful application will be required to study full-time and the scholarship is only available to Australian citizens. The successful candidate will be jointly supervised by A/Prof. Peter Vamplew, Dr Richard Dazeley and Dr Cameron Foale.

The closing date for applications is 14 July 2017 and details of the scholarship can be found at http://federation.edu.au/research/research-degrees/scholarships/industry-funded-scholarships/fost-defence-science.

Research Group on Pure Mathematics Aalborg University awards a fellowship to Dr Guillermo Pineda-Villavicencio

Dr Guillermo Pineda- Villavicencio has been awarded a one-month fellowship by the Department of Mathematical Sciences at Aalborg University, approximately valued at 10,000 AUD. During his visit to Denmark, Guillermo will work on joint projects with his long-term collaborator A/Prof Leif K. Jorgensen (http://people.math.aau.dk/~leif/).

Research collaboration between A/Prof Leif K. Jorgensen and Dr Guillermo Pineda-Villavicencio has already resulted in two published papers in leading international journals. This fellowship will surely advance a number of ongoing research projects between A/Prof Jorgensen and Dr Pineda-Villavicencio.

Dr Pineda-Villavicencio will visit Aalborg University during September 21st 2017 and October 20th 2017.

Indonesian government awards a research grant to Dr Guillermo Pineda-Villavicencio

Dr Guillermo Pineda-Villavicencio is part of a team which was successful in securing a research grant from the Indonesian government, under the P3MI scheme. The title of the project is “Largest networks of particular classes”.

The project aims to expand significantly the knowledge on various graph classes, and it will open new research horizons and applications while finding reception among network analysts and mathematicians. From a practical point of view, descriptions of new large graphs for these graph classes will be an important outcome of this project. Large graphs may be translated into efficient modelling of random and deterministic phenomena in nature and technology. This modelling is vital because it helps to understand, predict and reproduce the phenomena.

Members: Hebert Pérez-Rosés (Rovira i Virgili University, Spain), Guillermo Pineda-Villavicencio (FedUni), Rinovia Siman- juntak (Institute of Technology Bandung, Indonesia), Suhadi Wido Saputro (Institute of Technology Bandung, Indonesia).

RMIT Optimisation Group (RMITOpt) News Dr Vera Roshchina visited Prof Levent Tunçel at the University of Waterloo (Canada) 5-24 April 2017 and then participated in the SIAM Conference on Optimization in Vancouver, http://www.siam.org/meetings/op17/. Prof Roberto Cominetti (Universidad Adolfo Ibañez, Chile) visited Dr Vera Roshchina 20-23 June 2017.

Dr Guillermo Pineda-Villavicencio

DECRA Research Fellow RMIT University




Mathematics of Computation and Optimisation Mathematics of Computation and Optimisation (MoCaO), established in 2016 as a Special Interest Group of the Australian Mathematics Society, is now up and running. The group’s web site is https://mocao.mathsig.org/. The main objective of the group is to facilitate communication and collaboration between researchers in optimisation and computational mathematics on the national level, organize conferences and workshops and represent the group members at various levels. At the first elections to the executive of the new group which took place in January 2017, A/Prof Alex Kruger was elected a co-chair. CIAO honorary researcher Dr Vera Roshchina from RMIT University is going to continue in her role as the group webmaster.

CIAO Visitors

Dates Name Institution

27 Jun – 12 Jul Prof Nezam Mahdavi-Amiri Sharif University of Technology, Iran

27 Jun – 12 Jul Mr Maziar Mahdaviamiri University of Tehran, Iran

Mark Sandeman, Adil Bagirov, Alex Kruger, Maziar Mahdaviamiri and Nezam Mahdavi-Amiri, 3 July 2017

Nezam Mahdavi-Amiri is a Distinguished Professor at Sharif University of Technology and President of the Iranian Operations Research Society. He received PhD degree from Johns Hopkins University, USA. Professor Mahdavi-Amiri’s research interests include numerical optimisation, fuzzy optimisation, numerical linear algebra, mathematical software, mathematical modelling and data fitting. He has published more than 230 papers and supervised 20 PhD students.

In Ballarat Nezam Mahdavi-Amiri and Maziar Mahdaviamiri collaborated with A/Prof Adil Bagirov on a project in the area of numerical optimisation. Prof Mahdavi-Amiri gave two talks at CIAO optimisation seminar and at RMITOpt group seminar in Melbourne. This visit is going to strengthen the existing links between CIAO and Iranian universities.




General news

It is a girl Evan Dekker and his partner Naomi welcomed his daughter Isla Victoria Dekker into the world at 11.30am of June 20th 2017. Isla weighed 7.3 pounds. Mum, baby and dad are happy and healthy.

It is a boy Daniel Morales-Silva and his wife Maria welcomed their son Leonardo Daniel Morales into the world at 12.51pm on July 29th 2017. Mum, baby and dad are happy and healthy.




New Publications (SCOPUS) 1. Achterbosch L., Miller C., Vamplew P. A taxonomy of griefer type by motivation in

massively multiplayer online role-playing games. (2017), Behaviour and Information Technology, pp. 1-15, 10.1080/0144929X.2017.1306109.

2. Adam L., Henrion R., Outrata J. On M-stationarity conditions in MPECs and the associated qualification conditions. (2017), Mathematical Programming, pp. 1-31, 10.1007/s10107-017-1146-3.

3. Ali M.M., Huda S., Abawajy J., Alyahya S., Al-Dossari H., Yearwood J. A parallel framework for software defect detection and metric selection on cloud computing. (2017), Cluster Computing, pp. 1-15, 10.1007/s10586-017-0892-6.

4. Allami R., Stranieri A., Balasubramanian V., Jelinek H.F. A count data model for heart rate variability forecasting and premature ventricular contraction detection. (2017), Signal, Image and Video Processing, pp. 1-9, 10.1007/s11760-017-1103-x.

5. Allami R., Stranieri A., Balasubramanian V., Jelinek H.F. ECG Reduction for Wearable Sensor. (2017), Proceedings - 12th International Conference on Signal Image Technology and Internet-Based Systems, SITIS 2016, pp. 520-525, 10.1109/SITIS.2016.88.

6. Bagirov A.M., Taheri S. DC Programming Algorithm for Clusterwise Linear L1 Regression. (2017), Journal of the Operations Research Society of China, vol. 5, pp. 233-256, 10.1007/s40305-017-0151-9.

7. Bao T.Q., Thera M.A. On extended versions of Dancs-Hegedüs-Medvegyev’s fixed-point theorem. (2017), Optimization, vol. 66, pp. 875-887, 10.1080/02331934.2015.1113533.

8. Gabriyelyan S.S., Morris S.A. Free topological vector spaces. (2017), Topology and its Applications, vol. 223, pp. 30-49, 10.1016/j.topol.2017.03.006.

9. Karmitsa N., Bagirov A.M., Taheri S. New diagonal bundle method for clustering problems in large data sets. (2017), European Journal of Operational Research, 10.1016/j.ejor.2017.06.010.

10. Kocvara M., Outrata J.V. Inverse truss design as a conic mathematical program with equilibrium constraints. (2017), Discrete and Continuous Dynamical Systems - Series S, vol. 10, pp. 1329-1350, 10.3934/dcdss.2017071.

11. Kruger A.Y., Thao N.H. Regularity of collections of sets and convergence of inexact alternating projections. (2016), Journal of Convex Analysis, vol. 23, pp. 823-847.

12. Kulkami P., Stranieri A., Ugon J. Texture image classification using pixel N-grams. (2017), 2016 IEEE International Conference on Signal and Image Processing, ICSIP 2016, pp. 137-141, 10.1109/SIPROCESS.2016.7888239.

13. Leiderman A.G., Morris S.A., Tkachenko M.G. Density character of subgroups of topological groups. (2017), Transactions of the American Mathematical Society, vol. 369, pp. 5645-5664, 10.1090/tran/6832.

14. Mala-Jetmarova H., Sultanova N., Savic D. Lost in optimisation of water distribution systems? A literature review of system operation. (2017), Environmental Modelling and Software, vol. 93, pp. 209-254, 10.1016/j.envsoft.2017.02.009.

15. Jaleel A., Percy A. Resolutions of Cohomology Algebras and other Struggles with Integer Coefficients (2017), Extracta Mathematicae, vol 32, pp. 83-103.

16. Stranieri A., Butler-Henderson K., Sahama T., Perera P.K., Da Silva J.L., Pelonio D., Manjunath S.S., Raghavachar D. A visual grid to digitally record an Ayurvedic Prakriti assessment; a first step toward integrated electronic health records. (2017), Journal of Traditional and Complementary Medicine, vol. 7, pp. 264-268, 10.1016/j.jtcme.2016.06.005.




17. Sukhorukova N., Ugon J. Characterisation theorem for best polynomial spline approximation with free knots. (2017), Transactions of the American Mathematical Society, vol. 369, pp. 6389-6405, 10.1090/tran/6863.

18. Sun Z. A Logical Approach to Experience-Based Reasoning. (2017), New Mathematics and Natural Computation, vol. 13, pp. 21-40, 10.1142/S179300571750003X.

19. Sun Z. A framework for developing management intelligent systems. (2017), Decision Management: Concepts, Methodologies, Tools, and Applications, vol. 1, pp. 503-521, 10.4018/978-1-5225-1837-2.ch024.

20. Truong M., Gibbs L., Pradel V., Morris M., Gwatirisa P., Tadic M., de Silva A., Hall M., Young D., Riggs E., Calache H., Gussy M., Watt R., Gondal I., Waters E. A Cultural Competence Organizational Review for Community Health Services: Insights From a Participatory Approach. (2017), Health Promotion Practice, vol. 18, pp. 466-475, 10.1177/1524839916689546.

21. Vamplew, P., Dazeley, R. and Foale, C. (2017), Softmax Exploration Strategies for Multiobjective Reinforcement Learning, Neurocomputing, http://www.sciencedirect.com/science/article/pii/S0925231217310974

22. Vamplew, P., Issabekov, R., Dazeley, R., Foale, C., Berry, A., Moore, T. and Creighton, D. (2017), Steering Approaches to Pareto-Optimal Multiobjective Reinforcement Learning, Neurocomputing, http://www.sciencedirect.com/science/article/pii/S0925231217311013

edition #32: apr-jun 2017 - federation university australia

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