American Journal of Geographic Information System

American Journal of Geographic Information System published articles about the recent research achievements of geographic information system. The goal of this journal is to track the development tendency of this specified system and make some contributions in the development of this fresh subject. As a comprehensive professional geographical science, geographic information system collects and analyzes various kinds of geographical data.

Subana Shanmuganthan

Editorial Board Member of American Journal of Geographic Information System

Student, Auckland University of Technology (AUT), New Zealand

Research Areas

Ecological modelling, data/text mining, geographic information systems(GIS), office automation, integrated information systems, artificial neural network applications, intelligent information processing, healthcare information systems

Education

2004PhDcomputational modelling in biological and environmental science, Auckland University of Technology (AUT), New Zealand
1996Master of Science Computer science, University of Colombo, Sri Lanka
1984Bachelor of ScienceNatural science, University of Jaffna, Sri Lanka. Subjects offered: Botany, Zoology and Chemistry

Experience

1997-1999IT Advisor, Sri Lanka Institute of Printing (SLIOP)
1997-1999Director of Studies, SLIOP
1995-1996Deputy Govt. Printer, Computer Branch, Dept. of Govt. Printing
1991-1996IT Consultant/Project Manager, Dept. of Govt. Printing
1991-1994Assistant Govt. Printer, Computer Branch, Dept. of Govt. Printing
1986-1990Branch Superintendent, Computer Branch, Dept. of Govt. Printing
1985Management Consultant, Accounting Systems’ and Secretarial Services, Colombo3, Sri Lanka
1982-1984Research Assistant, Thirunelvely Agriculture Research Station, Jaffna, SL

Academic Achievement

Contestable travel grant (AUT)-2008 & 2009
Recipient of BuildIT, Emerging Researcher Talent Camp and Mentoring Programme, New Zealand
Recipient of Japan Society for the Promotion of Science (JSPS) Postdoctoral Visiting Research Fellowship (2005)
Travel grants: Millennium Ecosystems Assessment conducted by 5 UN Agencies-2004
Commonwealth conference travel grant (MOrST)-2003
Runner-up: Sky Magazine Carrier Bag competition, UK-1987

Membership

Member, Sri Lanka Association for the Advancement of Science (1988-1989)
Member, Institute of Printing (IOP), London (1990-1999)
Executive Committee and Newsletter Editorial Team Member, Association of Members, SLIOP (1997-1999)
Member, Modelling and Simulation Society of Australia and New Zealand (2003-present)
Member, City Planning Institute of Japan (August 2006-August 2007)
Member, Review Panel, Technical Programme Committee, Conference in IT Asia (2009)

Publications: Conferences/Workshops/Symposiums/Journals/Books

[1]  Soft Systems Analysis of Ecosystems (Paperback), 284 pages. Publisher: VDM Verlag (October 9, 2008), ISBN-10: 3639067541 and ISBN-13: 978-3639067545
[2]  Shanmuganathan, Narayanan, A., and Robinson, N., (2011) A multi-agent cellular automaton for grapevine growth and crop simulation, IJMLC 2011 Vol.1(3): 291-296 ISSN: 2010-3700 (IJMLC) http://www.ijmlc.org/papers/43-L032.pdf publisher: International Association of Computer Science and Information Technology Press (IACSIT)
[3]  Shanmuganathan S, Perez Kuroki A, Narayanan A, Sallis P (2011) Modelling the seasonal climate variability and its effects on vintage wines from Marlborough, NZ, in proceedings of The 8th International Conference on Fuzzy Systems and Knowledge Discovery, Shanghai, China, 26 Jul 2011-28 Jul 2011. Vol 4 Proceedings Editors: Ding Y, Li Y, Fan Z, Li S, Wang L. IEEE Conference Record Number for FSKD'11: 18083. ISBN 978-1-61284-178-6, IEEE catalog no. CFPIIFSK-PRT, p2128-2133
[4]  Shanmuganathan, S., Narayanan, A., and Robinson, N., (2011) A cellular automaton framework for within-field vineyard variance and grape production simulation The 7th International Conference on Natural Computation, Shanghai, China, 26 Jul 2011-28 Jul 2011. Vol 3 Proceedings Editors: Ding Y, Wang H, Xiong N, Hao K, Wang L. IEEE ConferenceRecord Number for ICNC'11.ISBN 978-1-4244-9951-9, catalog no. CFP11CNC-PRT p1456-1461
[5]  Shanmuganathan, S., Sallis, P., and Narayanan, A., (2011) Data mining and  test based hybrid approach to modelling climate effects on grape crop in varieties of Kumeu, New Zealand in proceedings of [eds] Thatcher, S., 2011 3rd International Conference on Machine Learning and Computing (ICMLC 2011) Singapore, 26-28 February 2011, 978-1-4244-925 3-4 /11 ©2011 IEEE Vol 1 pp 355-359
[6]  Shanmuganathan, S., Narayanan, A., and Robinson, N., (2011) A Multi-agent (MA) Cellular Automata (CA) Framework for Grapevine Growth and Crop Simulation in proceedings of 9 [eds] Thatcher, S., 2011 3rd International Conference on Machine Learning and Computing (ICMLC 2011), Singapore, 26-28 February 2011, ISBN 978-1-4244-925 3-4 /11 ©2011 IEEE Vol 1 pp93-97
[7]  Perez-Kuroki, A., Shanmuganathan, S., and Sallis, P., (2011) Integrated Regional Agricultural Management System in proceedings of IEEE workshop on Instrumentation and Measurement Society, New Zealand Chapter Workshop on Smart Sensors, Measurement and instrumentation (abstract), Auckland University of Technology (AUT), New Zealand, 10-11 March 2011 p 10.
[8]  Claster, W. B., Shanmuganathan, S., Ghotbi, N., and Sallis, P. J., Text Classification for Medical Informatics: A Comparison of Models for Data Mining Radiological Medical Records in Volume 2, Issue 1, 2011 (Spring) of Asia Pacific World (in press)
[9]  Shanmuganathan, S., Cassim, M., Claster, W., Isoda, Y., Mohamed, M., and Linatoc, A., (2010) Data mining with self-organising map techniques for modelling complex ecosystems in Canadian Journal of Data, Information and Knowledge Engineering April 2010. 29p http://ampublisher.com/April%202010/DIKE%20Apr%202010.html, http://ampublisher.com/April%202010/DIKE-1004-012.pdf
[10]  Claster, W., Shanmuganathan, S., and Sallis, P. (2010). Wine Tasting and a Novel Approach to Cluster Analysis. Fourth Asia International Conference on Mathematical/Analytical Modelling and Computer Simulation (AMS), 152-157
[11]  Shanmuganathan, S., Sallis, P., and Narayanan, A., (2010) Modelling the effects of daily extreme weather on grapevine and wine quality in proceedings of Fifth Biennial Meeting International Environmental Modelling and Software Society (iEMSs) 2010 International Congress on Environmental Modelling and Software Modelling for Environment's Sake, Ottawa, Canada,July5-8
[12]  Sallis, P., Shanmuganathan, S., Narayanan, A., (2010), A geo-computational approach to modelling daily weather extremes on grapevine yield and wine quality. In the proceedings of the World Automation Congress, September 19-23, Kobe, Japan
[13]  Sallis, P., Shanmuganthan, S., Narayanan, A., (2010) Micro-Climate Variations Related to Vineyard Crop Quality in proceedings of World Automation Congress (WAC) International Symposium on Soft Computing for Industry ISSCI 2010 September 19-September 23, 2010 Kobe International Conference Center, Kobe, JAPAN. published by IEEE Computer Society, 7pp http://wacong.org/
[14]  Claster, W. B., and Dinh Q. H., Hung and Shanmuganathan, S., (2010) Unsupervised Artificial Neural Nets for Modeling Movie Sentiment in proceedings of the second International conference on Computational Intelligence, Communication Systems and Networks (CICSyN) Liverpool, UK, 28-30 July 2010, published by IEEE Computer Society, 6pp
[15]  Shanmuganathan, S., (2010) Viticultural Zoning for the Identification and Characterisation of New Zealand "Terroirs" Using Cartographic Data, in proceedings of GeoCart'2010 and ICA Symposium on Cartography-© New Zealand Cartographic Society Inc, 2010 [Eds] Igor Drecki and Antoni Moore, held at The University of Auckland, Auckland, New Zealand, 1-3 September 2010 ISBN 978-0-473-17612-9 pp53-64
[16]  Shanmuganathan, S., Sallis, P., & Narayanan, A. (2010). Data Mining Techniques for Modelling the Influence of Daily Extreme Weather Conditions on Grapevine, Wine Quality and Perennial Crop Yield. Communication Systems and Networks (CICSyN), 2010 Second International Conference on Computational Intelligence, Liverpool, UK, 28-30 July, 90-95
[17]  Shanmuganathan, S., Sallis, P., & Narayanan, A. (2010). Data Mining Techniques for Modelling Seasonal Climate Effects on Grapevine Yield and Wine Quality. Second International Conference on Computational Intelligence, Communication Systems and Networks (CICSyN), Liverpool, UK, 28-30 July, 84-89.
[18]  Shanmuganathan, S., Sallis, P., and Narayanan, A., (2010) Modelling the seasonal climate effects on grapevine yield at different spatial and unconventional temporal scales in proceedings of Fifth Biennial Meeting International Environmental Modelling and Software Society (iEMSs) 2010 International Congress on Environmental Modelling and Software Modelling for Environment's Sake, Ottawa, Canada, July 5-8
[19]  Shanmuganathan, S., Sallis, P., (2010) Determining the relationship between climate variations and wine quality: the WEBSOM approach, Chapter 20, Climate Change and Variability. 978-953-7619-X-X pp389-408 http://sciyo.com/articles/show/title/web-mining-for-modelling-climate-effects-on-wine-quality
[20]  Shanmuganathan, S., (2010) Stroke Information System (SIS): Critical Issues and Solutions, Chapter 12, IGI Global Publications in the book, in Pease, W., Cooper, M., and Gururajan, R., (eds) Biomedical Knowledge Management: Infrastructures and Processes for E-Health Systems, IGI Global publications, 177-191.
[21]  Claster, W., Ghotbi, N., and Shanmuganathan, S., (2010) Data-mining techniques for an analysis of non-conventional methodologies; deciphering of alternative medicine, in Pease, W., Cooper, M., and Gururajan, R., (eds) Biomedical Knowledge Management: Infrastructures and Processes for E-Health Systems, IGI Global publications, 82-91
[22]  Claster, W., Shanmuganathan, S., and Ghotbi, N. (2010) The Use of Artificial Intelligence Systems for Support of Medical Decision-Making, in Pease, W., Cooper, M., and Gururajan, R., (eds) Biomedical Knowledge Management: Infrastructures and Processes for E-Health Systems, IGI Global publications, 18-30
[23]  Nti, I. K., Sallis, P. and Shanmuganathan, S., (2009) Landscape Visualisation of Frost Events in Vineyards in proceedings of New Zealand Postgraduate Conference (NZPGC '09), Compiled by Julene Marr and Aidan Allan, Rutherford House, Victoria University of Wellington, November 20-21, 2009, Postgraduate Students' Association Miscellaneous Publication 111A ISBN 978-0-9583642-4-9 p110
[24]  Nti, K. I., Sallis, P. and Shanmuganathan, S. (2009) Implementation Approach of Integrating Simulations and Models plug-ins into GIS for Visualization of the Evolution of Physical Landscape in proceedings of the 14th Annual Conference 2009 2nd-5th November 2009, Wellington Town Hall. www.gisuser.co.nz/downloads/NTI.pdf
[25]  Ghobakhlou, A., Shanmuganthan, S., and Sallis, P. (2009) Wireless Sensor Networks for Climate Data Management Systems in proceedings of 18th World IMACS/MODSIM Congress, Cairns, Australia 13-17 July 2009. pp 959-965
[26]  Shanmuganathan, S., Sallis, P., and Narayanan, A. (2009) Unsupervised Artificial Neural Nets for Modelling the Effects of Climate Change on New Zealand Grape Wines in 8th World IMACS/MODSIM Congress, Cairns, Australia, 13-17 July, pp 803-809
[27]  Shanmuganathan, S.. and Claster, W. (2009) Statistical methods in analysing health inequalities among the world citizens in proceedings of 18th World IMACS/MODSIM Congress, Cairns, Australia 13-17 July, 171-177 http://mssanz.org.au/modsim09
[28]  Nti, I. K., Sallis, P. J., Shanamuganathan, S. (2009) Modeling, Simulating and Visualizing the Evolution of Physical Landscapes in proceedings of 18th World IMACS/MODSIM Congress, Cairns, Australia, 13-17 July, pp 22-43
[29]  Owusu-Banahene, W., Shanmuganathan, S., and Sallis, P. (2009) Visualisation techniques for modelling environmental influences in viticulture (2009) in proceedings of 18th World IMACS/MODSIM Congress, Cairns, Australia 13-17 July, pp 930-937.
[30]  Li, Y., and Shanmuganathan, S. (2009). Analysis and visualization of social areas in city: A SOM and GIS approach. In proceedings of 11th International Conference on Computers in Urban Planning and Urban Management, Hong Kong, 16-19 June 2009.
[31]  Sallis, P., Shanamuganathan, S., and Ghobakhlou, A. (2009), Wireless sensors in the Vineyard, in Proceedings of the 8th WSEAS International Conference on Applied Computer & Applied Computational Science (ACACOS '09). Hangzhou, China, May 20-22
[32]  Shanmuganathan, S., Sallis, P., Narayanan, A. (2009) Statistical data analysis incorporating web text mining to establish correlations between grape wine taster comments and wine ratings in proceedings of 6th International Conference on Information Technology in Asia, Hilton Kuching Hotel, Sarawak, Malaysia, 6-9th July, pp 258-262.
[33]  Shanmuganathan, S., & Sallis, P. (2008). Modelling Climate Change Effects on Wine Quality Based on Expert Opinions Expressed in Free-Text Format: The WEBSOM Approach. In M. Köppen, N. Kasabov & G. Coghill (Eds.), Advances in Neuro-Information Processing (Lecture Notes in Computer Science Series 5506, pp. 917-925): Springer Berlin/Heidelberg
[34]  Shanmuganathan, S., Ghobakhlou A., and Sallis P. (2008) Sensor data acquisition for climate change modelling. WSEAS Circuits & Systems, Issue 11, Volume 7, Nov. 2008. ISSN: 1109-2734 pp 942-952 (www.wseas.us/e-library/transactions/circuits/2008/31-248.pdf)
[35]  Claster, W., Ghotbi, N., Shanmuganathan, S., (2008) Data-Mining for the Analysis of Alternative Medicine: The Case of Osteopathy Diagnostic Methodology in Japan,", (2008) in proceedings of the Second UKSIM European Symposium on Computer Modeling and Simulation, Liverpool Hope University, Liverpool, England, 8-10 September 2008, IEEE Computer Society. ems pp 219-225
[36]  Shanmuganathan, S., Ghobakhlou A., and Sallis P. Sensors for modeling the effects of climate change on grapevine growth and wine quality. Invited paper, Proceeding of the 12th WSEAS International Conference on CIRCUITS (part of the 12th WSEAS CSCC Multi conference) held in Heraklion, Crete Island, Greece, July 22-24, 2008 pp 315-321.
[37]  Sallis, P.J., Shanmuganathan, S., Pavesi, L., and Jarur, M. (2008) Kohonen Self-organising maps in the data mining of wine taster comments. Data Mining IX, Data Mining, Protection, Detection and other Security Technologies 2008. Cadiz, Spain, 26-28 May 2008. Eds., A Zanasi, D Almorza Gomar, N F F Ebecken and C A Brebbia. ISBN: 978-1-84564-110-8, ISSN (print): 1746-4463, ISSN (on-line): 1743-3517 Transactions on information and Communication Technologies, Vol 41. WIT press. 40 pp 125-139. (http://library.witpress.com/pages/listPapers.asp?q_bid=429)
[38]  Sallis, P.J., Shanmuganathan, S., Pavesi, and L., and Jarur, M. (2008) A system architecture for collaborative environmental modelling research. Proceedings of The 2008 International Symposium on Collaborative Technologies and Systems (CTS 2008), Eds., Waleed W. Samari and William McQuay, , New Jersey, USA. ISBN: 978-1-4244-2248-7, Irvine, California, May 19-23 2008, IEEE Computer Society. pp 39-47.
[39]  Shanmuganathan, S., Sallis, P.J., Pavesi, L. and Jarur, M. (2008) Computational intelligence and geo-informatics in viticulture, Eds., David Al-Dabass, Steve Turner, Gary Tan and Ajith Abraham. Proceedings of the Second Asia International Conference on Modelling & Simulation. (CD version) Kuala Lumpur, Malaysia 13-15 May 2008, IEEE Computer Society. pp 480-485. (http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4530523)
[40]  Shanmuganathan, S., and Shanmuganathan, M., (2008), Regional and Global Dynamics in East Asia: A Data Mining Experience. Eds., David Al-Dabass, Steve Turner, Gary Tan and Ajith Abraham. Proceedings of the Second Asia International Conference on Modelling & Simulation. (CD version), Kuala Lumpur, Malaysia 13-15 May 2008, IEEE computer society. pp 457-462. (www2.computer.org/portal/web/csdl/doi/10.1109/AMS.2008.102)
[41]  Sallis, P. and Shanmuganathan, S. (2008) A blended text mining method for authorship authentication analysis, Eds., David Al-Dabass, Steve Turner, Gary Tan and Ajith Abraham. Proceedings of the Second Asia International Conference on Modelling & Simulation. (CD version), Kuala Lumpur, Malaysia 13-15 May 2008, IEEE computer society, pp 451-456. (http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4530518)
[42]  Claster, W., Shanmuganathan, S., and Ghotbi, N., (2008) Text Mining of Medical Records for Radiodiagnostic Decision-Making, Journal of computers Vol. 3 No.1 January 2008, 6 pages. www.academypublisher.com/jcp/vol03/no01/jcp03010106.pdf
[43]  Shanmuganathan, S. and Sallis, P. J., and Claster, W., (2007) Statistical Methods in Ecological Dynamics Modelling. Eds., Oxley, L. and Kulasiri, D., MODSIM 2007. Proceedings of the International Congress on Modelling and Simulation. Modelling and Simulation Society of Australia and New Zealand, December 2007, ISBN : 978-0-9758400-4-7. pp. 2967-2973. www.mssanz.org.au/MODSIM07/papers/53_s52/StatisticalMethods52_Shammuganathan_.pdf
[44]  Shanmuganathan, S. (2007) Modelling Technological Progress and Economic Growth at Wider Scales, in Eds., Oxley, L. and Kulasiri, D., MODSIM 2007, Proceedings of the International Congress on Modelling and Simulation. Modelling and Simulation Society of Australia and New Zealand, December 2007, ISBN : 978-0-9758400-4-7. pp. 2707-2713. www.mssanz.org.au/modsim07/papers/48_s41/ModelingTechs41_Shammuganathan_.pdf
[45]  Claster, W., Shanmuganathan, S., Ghotbi, N., (2007) A Hybrid Approach to Data Mining Radiological Medical Records. Eds., Gaj Vidmar and Janez Stare. Ljubljana. Proceedings of International Conference on Applied Statistics, Ribno (Bled), Slovenia 2007, September 23-26, 2007, Statistical Society of Slovenia, 2007. ISBN 978-961-90314-8-3. 1. Applied Statistics 2. ISBN 978-961-90314-8-3 pp 39.
[46]  Shanmuganathan, S., Cassim, M. and Ukita, K., (2007) Environmental awareness education at Ritsumeikan's primary, secondary and tertiary institutions in Japan, Eds., Rafaela C Hillerbrand and Rasmus Karlsson, "Beyond the Global Village. Environmental Challenges inspiring Global Citizenship", Vol 51, Probing the Boundaries series 'Environmental Justice and Global Citizenship'. Proceedings of the 6th Global Conference on Environmental Justice and Global Citizenship 2007 held by Inter-Disciplinary Net at Mansfield College, Oxford, UK, 2-5 July 2007. ISBN: 978-1-904710-50-9 pp235-250
[47]  Claster, W., Shanmuganathan, S., and Ghotbi, N., (2007) Text mining in radiological data records: An unsupervised neural network approach. Proceedings of the First Asia International Conference on Modelling & Simulation (AMS'07) 0-7695-2845-7/07, IEEE computer society. http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=04148681
[48]  Shanmuganathan, S. (2007) Environmental sustainability in corporate and public enterprises in proceedings of "Towards sustainable livelihood and environment", Eds., Benchaphun Ekasingh, Attachai Jintrawet and Somjate Pratummintra. Proceedings of the 2nd International conference on Asian simulation and modeling 2007, Sheraton Hotel Chiang Mai, Thailand, 9-11 January 2007. pp393-402.
[49]  Shanmuganathan, S. and Cassim, M. (2007) Sustainability and systems modeling in university education in proceedings of "Towards sustainable livelihood and environment", Eds., Benchaphun Ekasingh, Attachai Jintrawet and Somjate Pratummintra. Proceedings of the 2nd International conference on Asian Simulation and Modeling 2007, Sheraton Hotel Chiang Mai, Thailand, 9-11 January 2007. pp115-12.
[50]  Shanmuganathan, S., and Cassim, M., (2006) HIMS-Stroke Information systems (SIS), Proceedings (CD version) of the 2nd International Conference for Universal Design in Kyoto. Japan. 22-26 October 2006.
[51]  Shanmuganathan, S., (2006) Universal Design and Health Care. Proceedings of the 2nd International Conference for Universal Design in Kyoto, Japan. 22-26 Oct.2006. pp 1043-1050.
[52]  Li, Y., and Shanmuganathan, S., (2006) Social Area Analysis Using SOM and GIS, Reports of the City Planning Institute of Japan No. 5-2 (Release Date: 2006/10/11) pp 41-46.
[53]  Shanmuganathan S, Li, Y., and Cassim, M., (2006) Spatial data mining and visualisation; Beppu 2000 census case study in `Advances in Natural Computation and Data mining`, Proceedings of the 2nd International Conference on Natural Computation (ICNC'06) and the 3rd International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'06) held in Xidian University, Xi'an, China, 24-28 September 2006. pp 438-449
[54]  Shanmuganathan S, M Cassim and M Mohamed (2006) Self-organising maps in tropical rain forest ecosystem modelling. Proceedings (Abs) of the International Conference in Ecological Modelling 2006 Yamaguchi, Japan, 28 August-1 September 2006. pp282-283.
[55]  Shanmuganathan S, P. Sallis and J. Buckeridge, (2006) Self-organising map methods in integrated modelling of environmental and economic systems, Environmental Modelling & Software, Volume 21, Issue 9, September 2006, pp 1247-1256 (also available online @ www.elsevier.com)
[56]  Shanmuganathan S, (2005) Applications of an unsupervised neural network to support sustainable development by modelling environmental, social and economic conditions. Proceedings (CD version) of the 4th International Symposium on Digital Earth, Tokyo, Japan, 28-31 March 2005. 6pp
[57]  Shanmuganathan S, Sallis P and Buckeridge J, (2004) Self-organising maps for integrating data across multiple scales. Proceedings of "Bridging scales and Epistemologies; Linking local knowledge with global science in multi-scale assessments, International conference held by Millennium Ecosystem Assessment (MEA)". Bibliotheca Alexandrina, Alexandria, Egypt. 17-20 March 2004, pp91-92. www.millenniumassessment.org/en/bridging.proceedings.aspx, www.millenniumassessment.org/documents/bridging/papers/shanmuganathan.subana.pdf
[58]  Shanmuganathan S, Sallis P and Buckeridge J (2003) Single Versus Multi Species Indicators In Environmental Modelling: A Review in Environmental Pollution, Proceedings of the International Conference on Water and Environment (WE-2003), Eds., Vijay P. Singh, Vijay P. Singh Ram Narayan Yadava, held in Bhopal, India. December 15-18, 2003. Allied Publishers, 2003 ISBN 8177645501, 9788177645507. pp 260-285
[59]  Shanmuganathan, S., Sallis, P., Dobbs, B., & Connor, A. (2003). Document clustering in text mining [Abstract]. in Eds., N. Kasabov & Z. S. H. Chan, Proceedings of the neurocomputing and evolving Intelligence 2003 (NCEI 2003), Auckland pp. 113-114.
[60]  Shanmuganathan S, Sallis P and Buckeridge J, (2003) Self-organising map methods in integrated modelling of environmental and economic systems, MODSIM 2003, International Congress on Modelling and Simulation (Integrative Modelling of Biophysical, Social and Economic Systems for Resource Management Solutions), Townsville, Australia. 14-17 July 2003. Volume 3 pp 1066-1071. http://mssanz.org.au/modsim03/Media/Articles/Vol%203%20Articles/1066-1071.pdf
[61]  Shanmuganathan S, Sallis P and Buckeridge J, (2003) Ecological modelling with self-organising maps, MODSIM 2003, International Congress on Modelling and Simulation (Integrative Modelling of Biophysical, Social and Economic Systems for Resource Management Solutions), Townsville, Australia. 14-17 July 2003 Volume 2 pp759-764. http://mssanz.org.au/modsim03/Media/Articles/Vol%202%20Articles/759-764.pdf
[62]  Shanmuganathan S, Sallis P and Buckeridge J, (2002) Data mining and visualisation in biological and environmental processes, Proceedings of the 3rd Conference for the International Society for Ecological Informatics, Rome, Italy, 26-31 Aug 2002, p77.
[63]  Shanmuganathan S, Sallis P and Buckeridge J, (2001) Self-organising maps to study the effects of urbanisation at Long Bay in New Zealand, Proceedings of the Fifth Biannual Conference on Artificial Neural Networks and Expert Systems (ANNES2001), Dunedin, New Zealand, 22-24 Nov 2001, pp132-137.