{"id":258,"date":"2015-10-03T20:51:34","date_gmt":"2015-10-03T10:51:34","guid":{"rendered":"http:\/\/togaware.com\/?page_id=258"},"modified":"2021-06-29T09:10:03","modified_gmt":"2021-06-28T23:10:03","slug":"publications","status":"publish","type":"page","link":"https:\/\/togaware.com\/about\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"\n<p class=\"bigb\">Publications on the following topics are included:<\/p>\n\n\n\n<ul><li>Data Science, Data Mining and Machine Learning<\/li><li>Open Source, R and GNU\/Linux<\/li><li>Spatial Reasoning<\/li><li>Databases and Legacy Systems<\/li><li>Knowledge Representation and Expert Systems<\/li><\/ul>\n\n\n\n<p><a href=\"#2021\">2021<\/a> | <a href=\"#2020\">2020<\/a> | <a href=\"#2018\">2018<\/a> | <a href=\"#2017\">2017<\/a> | <a href=\"#2016\">2016<\/a> | <a href=\"#2014\">2014<\/a> | <a href=\"#2013\">2013<\/a> | <a href=\"#2012\">2012<\/a> | <a href=\"#2011\">2011<\/a> | <a href=\"#2010\">2010<\/a> | <a href=\"#2009\">2009<\/a> | <a href=\"#2008\">2008<\/a> | <a href=\"#2007\">2007<\/a> | <a href=\"#2006\">2006<\/a> | <a href=\"#2005\">2005<\/a> | <a href=\"#2004\">2004<\/a> | <a href=\"#2003\">2003<\/a> | <a href=\"#2002\">2002<\/a> | <a href=\"#2001\">2001<\/a> | <a href=\"#2000\">2000<\/a> | <a href=\"#1999\">1999<\/a> | <a href=\"#1998\">1998<\/a> | <a href=\"#1997\">1997<\/a> | <a href=\"#1996\">1996<\/a> | <a href=\"#1995\">1995<\/a> | <a href=\"#1994\">1994<\/a> | <a href=\"#1993\">1993<\/a> | <a href=\"#1992\">1992<\/a> | <a href=\"#1991\">1991<\/a> | <a href=\"#1990\">1990<\/a> | <a href=\"#1989\">1989<\/a> | <a href=\"#1988\">1988<\/a> | <a href=\"#1987\">1987<\/a> | <a href=\"#1986\">1986<\/a> | <a href=\"#1985\">1985<\/a><\/p>\n\n\n\n<p><a name=\"2018\"><\/a><\/p>\n\n\n\n<h3 id=\"2021\"><span style=\"color: #800080;\">2021<\/span><\/h3>\n\n\n\n<dl><dt><b>Application of differential privacy for public\n                  health surveillance data: An innovative tool to\n                  optimise information sharing while protecting data\n                  confidentiality<\/b><\/dt><dd>Amalie Dyda, Michael Purcell, Stephanie Curtis, Emma Field, Priyanka Pillai, Kieran\n                  Ricardo, Haotian Weng, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>,\n                  Jessica Moore, Michael Hewett, Colleen Lau<br>Pattern<\/dd><\/dl>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 id=\"2020\"><span style=\"color: #800080;\">2020<\/span><\/h3>\n\n\n\n<dl><dt><b>CRISPER: COVID-19 Real-Time Information System for Preparedness and Epidemic Response<\/b><\/dt><dd>Australasian COVID-19 Virtual Conference<br>Colleen Lau, Emma J Field, Michael Hewett, Priyanka Pillai, Kieran Ricardo, Luis Furuya-Kanamori, Stephanie Curtis,  Nelson Lau, Meru Sheel, Lisa McHugh, Olivia Williams, Charlee J Law, Paul Konings, Ross Andrews, Nigel Stocks, Michael Purcell, Jess Moore,  <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br> Public Health Association,  Australia, 2020.<\/dd><\/dl>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 id=\"2018\"><span style=\"color: #800080;\">2018<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Data Mining<\/b><\/dt>\n<dd>15th Australasian Conference, AusDM 2017, Melbourne, VIC, Australia, August 19-20, 2017<br>Revised Selected Papers,<br>Yee Ling Boo, David Stirling, Lianhua Chi, Lin Liu, Kok-Leong Ong, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>Springer, Communications in Computer and Information Science, Volume 845<\/i><br>Available from <a href=\"https:\/\/amzn.to\/2kDGaLU\">Springer<\/a>, May 2018<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2017\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2017<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>The Essentials of Data Science: Knowledge discovery using R<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i>Chapman &amp; Hall\/CRC The R Series ISBN-10: 1138088633<\/i><br>Available from <a href=\"https:\/\/amzn.to\/2xzwHP4\">Amazon<\/a>, August 2017, 342pp<\/dd>\n<dt><b>WSRF: An R package for classification with scalable weighted subspace random forests<\/b><\/dt>\n<dd>He Zhao, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a>, Joshua Zhexue Huang<br><i>Journal of Statistical Software, Volume 77, Issue 1, 2017, pp<\/i><\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2016\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2016<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Stratified Over-Sampling Bagging Method for Random Forests on Imbalanced Data<\/b><\/dt>\n<dd>He Zhao, Xiaojun Chen, Tung Nguyen, Joshua Zhexue Huang, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a>, Hui Chen<br><i>Pacific-Asia Workshop on Intelligence and Security Informatics PAISI 2016<\/i><br>Intelligence and Security Informatics<br>Lecture Notes in Copmuter Science, Volume 9650, pp 63-72<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2014\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2014<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Extensions to Quantile Regression Forests for Very High-Dimensional Data <\/b><\/dt>\n<dd>Nguyen Thanh Tung, Joshua Zhexue Huang, Imran Khan, Mark Junjie Li, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i> 18th Pacific-Asia Conference on Knowledge Discovery and Data Mining PAKDD 2014<br>Lecture Notes in Computer Science, Volume 8444, May 2014, pp 247-258 <\/i><\/dd>\n<dt><b> Ensemble Clustering of High Dimensional Data with FastMap Projection <\/b><\/dt>\n<dd>Imran Khan, Joshua Zhexue Huang, Nguyen Thanh Tung, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i> Trends and Applications in Knowledge Discovery and Data Mining, Lecture Notes in Computer Science, Nov 2014, pp 483-493 <\/i><br>Available from the <a href=\"http:\/\/link.springer.com\/chapter\/10.1007%2F978-3-319-13186-3_43\">Publisher<\/a>.<\/dd>\n<dt><b> Big Data Opportunities and Challenges: Discussions from Data Analytics Perspectives <\/b><\/dt>\n<dd>Zhi-Hua Zhou, Nitesh V. Chawla, Yaochu Jin, and <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i> IEEE Computational Intelligence Magazine, Nov 2014<\/i><br><b><a href=\"https:\/\/togaware.com\/papers\/ieee_award_2017.pdf\">Outstanding Paper Award<\/a> for 2014 (bestowed 2017)<\/b><br>Available <a href=\"http:\/\/togaware.com\/papers\/cim14.pdf\">locally<\/a>.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2013\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2013<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Special Issue on Behavior Computing <\/b><\/dt>\n<dd>Longbing Cao, Philip S. Yu, Hiroshi Motoda, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i> Knowledge and Information Systems, 37(2): 245-249, November 2013. <\/i><br>Available from the <a href=\"http:\/\/link.springer.com\/content\/pdf\/10.1007%2Fs10115-013-0668-0.pdf\">Publisher<\/a>.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2012\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2012<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Ensembles and model delivery for tax compliance. <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i> Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining, Beijing, Pages 1003-1003 <\/i><br>Available from the <a href=\"http:\/\/dl.acm.org\/citation.cfm?doid=2339530.2339687\">Publisher<\/a>.<\/dd>\n<dt><b> Hybrid Weighted Random Forests for Classifying Very High-Dimensional Data <\/b><\/dt>\n<dd>Baojun Xu, Joshua Z. Huang, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a>, Yunming Ye<br><i> Submitted March 2012 <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/hwrf12.pdf\">locally<\/a>.<\/dd>\n<dt><b> Hybrid Random Forests: Advantages of Mixed Trees in Classifying Text Data <\/b><\/dt>\n<dd>Baojun Xu, Joshua Z. Huang, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i> PAKDD 2012 <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/rfpakdd12.pdf\">locally<\/a>.<\/dd>\n<dt><b> Rattle and Other Data Mining Tales <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> in <i><a href=\"http:\/\/www.springer.com\/computer\/database+management+%26+information+retrieval\/book\/978-3-642-28046-7\">Journeys to Data Mining<\/a><\/i> Experiences of 15 Renowned Scientists<br>Mohamed Medhat Gaber (Ed.)<br>Springer, 2012, ISBN 978-3-642-28046-7 <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/story.pdf\">locally<\/a> and from the <a href=\"http:\/\/www.springerlink.com\/\">Publisher<\/a>.<\/dd>\n<dt><b> Classifying Very High-Dimensional Data with Random Forests Built from Small Subspaces <\/b><\/dt>\n<dd>Baojun Xu, Joshua Zhexue Huang, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a>, Qiang Wang, Yunming Ye<br><i> International Journal of Data Warehousing and Mining, 8(2), March 2012. <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/ijdwm2012.pdf\">locally<\/a>.<\/dd>\n<dt><b> Analysis of Cluster Migrations Using Self-Organizing Maps<\/b><\/dt>\n<dd>Denny, Peter Christen, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2012),<br>Longbing Cao (Editor), Springer-Verlag, Berlin Germany, p. 12. <\/i><\/dd>\n<dt><b>Topic Oriented Community Detection through Social Objects and Link Analysis in Social Networks <\/b><\/dt>\n<dd>Zhongying Zhao, Shengzhong Feng, Qiang Wang, Joshua Z. Huang, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a>, Jianping Fan<br><i> Knowledge-Based Systems, 26:164-173, February 2012. <\/i><br>Available from the <a href=\"http:\/\/www.sciencedirect.com\/science\/article\/pii\/S0950705111001651\"> Publisher <\/a>.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2011\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2011<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Data Mining with Rattle and R. The Art of Excavating Data for Knowledge Discovery. <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br>Springer-Verlag. DOI: 10.1007\/978-1-4419-9890-3<br>Available from <a href=\"http:\/\/www.amazon.com\/gp\/product\/1441998896\/ref=as_li_tf_tl?ie=UTF8&amp;tag=togaware-20&amp;linkCode=as2&amp;camp=217145&amp;creative=399373&amp;creativeASIN=1441998896\">Amazon<\/a><br>Earlier and extended version available on <a href=\"http:\/\/datamining.togaware.com\">Togaware<\/a>.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2010\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2010<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Visualizing Temporal Cluster Changes using Relative Density Self-Organizing Maps (ReDSOM) <\/b><\/dt>\n<dd>Denny, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Peter Christen<br><i> Knowledge and Information Systems, 25(2):281, 2010. <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/kais09.fdf\">locally<\/a> and from the <a href=\"http:\/\/www.springerlink.com\/openurl.asp?genre=article&amp;id=doi:10.1007\/s10115-009-0264-5\">Publisher<\/a>.<\/dd>\n<dt><b> New Frontiers in Applied Data Mining <\/b><\/dt>\n<dd>Thanaruk Theeramunkong, Cholwich Nattee, Paulo J.L. Adeodato, Nitesh Chawla, Peter Christen, Philippe Lenca, Josiah Poon and <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>Lecture Notes in Computer Science<\/i><br>Volume 5669, September 2010, Springer-Verlag. ISBN: 3-642-14640-4<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2009\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2009<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Rattle: A Data Mining GUI for R <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> The R Journal, 1(2):45-55, December 2009. <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/RJournal_2009-2_Williams.pdf\">locally<\/a> and from the <a href=\"http:\/\/journal.r-project.org\/archive\/2009-2\/RJournal_2009-2_Williams.pdf\">Journal<\/a>.<\/dd>\n<dt><b> PMML: An Open Standard for Sharing Models. <\/b><\/dt>\n<dd>Wen-Ching Lin Alex Guazzelli, Michael Zeller and <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> The R Journal, 1(1):60-65, May 2009. <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/RJournal_2009-1_Guazzelli+et+al.pdf\">locally<\/a> and from the <a href=\"http:\/\/journal.r-project.org\/archive\/2009-1\/RJournal_2009-1_Guazzelli+et+al.pdf\">Journal<\/a>.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2008\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2008<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> ReDSOM: Relative Density Visualization of Temporal Changes in Cluster Structures using Self-Organizing Maps <\/b><\/dt>\n<dd>Denny, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Peter Christen<br><i> Proceedings of the 8th IEEE International Conference on<br>Data Mining (<a href=\"http:\/\/icdm08.isti.cnr.it\/\">ICDM08<\/a>) Pisa, Italy, December 2008. <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/icdm08.pdf\">locally<\/a>.<\/dd>\n<dt><b> Mining Unexpected Temporal Association: Applications in Detecting Adverse Drug Reactions <\/b><\/dt>\n<dd>Huidong Jin, Jie Chen, Hongxing He, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Chris Kelman, Christine O&#8217;Keefe<br><i> IEEE Transactions on Information Technology in Biomedicine <\/i><br>Vol 12, No. 4, July 2008. Available <a href=\"http:\/\/togaware.com\/papers\/titb08.pdf\">locally<\/a>.<\/dd>\n<dt><b> Exploratory Hot Spot Profile Analysis using Interactive Visual Drill-Down Self-Organizing Maps <\/b><\/dt>\n<dd>Denny, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Peter Christen.<br><i> Proceedings of the 12th Pacific Asia Conference on<br>Knowledge Discovery and Data Mining (PAKDD08)<br>Osaka, Japan, May 2008. Lecture Notes in Computer Science. <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/pakdd08.pdf\">locally<\/a>.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"2007\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2007<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> DDDM2007: Domain Driven Data Mining. <\/b><\/dt>\n<dd>Longbing Cao, Chengqi Zhang, Yanchang Zhao Philip S. Yu, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham J. Williams<\/a><br><i> SIGKDD Explorations 9(2): 84-86 (2007) <\/i><br>Available from the <a href=\"http:\/\/link.springer.com\/content\/pdf\/10.1007%2Fs10115-013-0668-0.pdf\">Publisher<\/a>.<\/dd>\n<dt><b> Exploratory multilevel hot spot analysis: Australian Taxation Office case study. <\/b><\/dt>\n<dd>Denny, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Peter Christen.<br><i>Proceedings of the Australasian Data Mining Conference, CRPIT Volume 70<\/i><br>AusDM07, Gold Coast, Australia, December 2007.<br>Available <a href=\"http:\/\/togaware.com\/papers\/ausdm07.pdf\">locally<\/a>.<\/dd>\n<dt><b> Open Source Data Mining Systems <\/b><\/dt>\n<dd>Xiaojun Chen, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, and Xiaofei Xu<br><i> Proceedings of the 11th Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD07).<\/i><br>Nanjing, China, May 2007<br>Lecture Notes in Computer Science<br>Available <a href=\"http:\/\/togaware.com\/papers\/pakdd07.pdf\">locally<\/a>.<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"2006\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2006<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Mining Multiple Models <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Contributions To Probability And Statistics: Applications and Challenges<\/i><br>Proceedings of the International Statistics Workshop<br>University of Canberra 4 &#8211; 5 April 2005<br>Available <a href=\"http:\/\/togaware.com\/papers\/miningmodels.pdf\">locally<\/a>.<\/dd>\n<dt><b> Neighborhood Density Method for Selecting Initial Cluster Centers in K-means Clustering <\/b><\/dt>\n<dd>Yunming Ye, Joshua Zhexue Huang, Xiaojun Chen, Shuigeng Zhou, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Proceedings of the 10th Pacific Asia Conference on<br>Knowledge Discovery and Data Mining (PAKDD06)<\/i><br>Lecture Notes in Computer Science, Volume 3918, pp 189&#8211;198, 2006.<\/dd>\n<dt><b> Frequency-based Rare Events Mining in Administrative Health Data <\/b><\/dt>\n<dd>Jie Chen, Huidong Jin, Hongxing He, Christine M. O&#8217;Keefe, Ross Sparks, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Damien McAullay, Chris Kelman<br><i>electronic Journal of Health Informatics<\/i><br>2006; Vol 1 (1): e4.<br>Available <a href=\"http:\/\/togaware.com\/papers\/eJHI06.pdf\">locally<\/a><\/dd>\n<dt><b> Identifying Risk Groups Associated with Colorectal Cancer <\/b><\/dt>\n<dd>Jie Chen, Hongxing He, Huidong Jin, Damien McAullay, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, and Chris Kelman<br>in <i>Data Mining: Theory, Methodology, Techniques, and Applications<\/i><br><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> and Simeon Simoff (editors)<br><i>Lecture Notes in Computer Science<\/i><br>Volume 3755, Jan 2006, Springer-Verlag. ISBN: 3-540-32547-6<\/dd>\n<dt><b> Data Mining: Theory, Methodology, Techniques, and Applications <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> and Simeon Simoff (editors)<br><i>State-of-the-Art Survey, Lecture Notes in Artificial Intelligence<\/i><br>Volume 3755, Jan 2006, Springer-Verlag. ISBN: 3-540-32547-6<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"2005\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2005<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Proceedings of the 4th Australasian Data Mining Conference <\/b><\/dt>\n<dd>Simeon Simoff, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, John Galloway and Inna Kolyshkina (editors)<br>University of Technology, Sydney, December 2005, ISBN 1-86365-716-9.<\/dd>\n<dt><b>Mining Risk Patterns in Medical Data <\/b><\/dt>\n<dd>Jiuyong Li, Ada Wai-chee Fu, Hongxing He, Jie Chen, Huidong Jin, Damien McAullay, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Ross Sparks, Chris Kelman.<br><i> The Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD05), Industrial and Government Track <\/i><br><i> Chicago, Illinois, USA <\/i> 21-24 August 2005<br>Available <a href=\"http:\/\/togaware.com\/papers\/kdd05.pdf\">locally<\/a>.<\/dd>\n<dt><b>Representing Association Classification Rules Mined from Health Data <\/b><\/dt>\n<dd>Jie Chen, Hongxing He, Jiuyong Li, Huidong Jin, Damien McAully, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Ross Sparks, Chris Kelman<br><i> 9th International Conference on Knowledge-Based &amp; Intelligent Information &amp; Engineering Systems (KES2005) <\/i><br><i> Melbourne, Australia, <\/i> 14-16 September 2005<br>Available <a href=\"http:\/\/togaware.com\/papers\/kes05.pdf\">locally<\/a> as is a <a href=\"http:\/\/togaware.com\/papers\/kes05full.pdf\">longer version<\/a>.<\/dd>\n<dt><b>Frequency-Based Temporal Pattern Mining in Health Data<\/b><\/dt>\n<dd>Jie Chen, Huidong Jin, Hongxing He, Christine O&#8217;Keefe, Ross Sparks, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Damien McAully, Chris Kelman<br><i> Australian Research Council Workshop on Health Data Mining (HDM05) <\/i><br><i> Adelaide, South Australia, <\/i> 11 April 2005<br>Available <a href=\"http:\/\/togaware.com\/papers\/hdm05.pdf\">locally<\/a>.<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"2004\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2004<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Proceedings of the 3rd Australasian Data Mining Workshop<\/b><\/dt>\n<dd>Simeon J. Simoff, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> (editors)<br><i> Canberra, Australia, <\/i> December 2004<br>Published by University of Technology, Sydney, ISBN 0-9751724-1-7<br>Conference web page: <a href=\"http:\/\/www.togaware.com\/ausdm04\/\">AusDM04<\/a><\/dd>\n<dt><b>Exploratory Health Data Mining: Identifying Factors Associated with Colorectal Cancer<\/b><\/dt>\n<dd>Jie Chen, Hongxing He, Huidong Jin, Damien McAullay, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Chris Kelman<br><i> 3rd Australasian Data Mining Workshop <\/i><br><i> Cairns, Australia, <\/i> December 2004<\/dd>\n<dt><b> CTAN Plans: The Comprehensive TeX Archive Network<\/b><\/dt>\n<dd>Robin Fairbairns, Jim Hefferon, Rainer Schoepf, Joachim Schrod, Graham Williams, Reinhard Zierke<br><i> TUGboat <\/i> Volume 24 (2004), No. 2<br><i> Die TeXnische Komodie <\/i> Volume 16 (3), November 2004<\/dd>\n<dt><b>On-line Unsupervised Outlier Detection Using Finite Mixtures with Discounting Learning Algorithms <\/b><\/dt>\n<dd>Kenji Yamanishi, Jun-ichi Takeuchi, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Peter Milne<br><i> International Journal of Data Mining and Knowledge Discovery<br><\/i> Volume 8, Number 3, 2004, Pages 275-300, May 2004.<br>Available <a href=\"http:\/\/togaware.com\/papers\/dmkd03.pdf\">locally<\/a>.<\/dd>\n<dt><b>Temporal Sequence Associations for Rare Events <\/b><\/dt>\n<dd>Jie Chen, Hongxing He, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Huidong Jin<br><i> Proceedings of the 8th Pacific Asia Conference on<br>Knowledge Discovery and Data Mining (PAKDD04) <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/pakdd04.pdf\">locally<\/a>.<\/dd>\n<dt><b>A new method of &#8220;pharmaco-vigilance&#8221; for automatically identifying Adverse Drug Reactions (ADRs) in large populations. <\/b><\/dt>\n<dd>Simon Hawkins, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Hongxing He, Lifang Gu, Jiuyong Li, Chris Kelman.<br><i> Medinfo, 2004 <\/i><br>Available <a href=\"http:\/\/togaware.com\/papers\/medinfo04.pdf\">locally<\/a>.<\/dd>\n<dt><b>Exploring Possible Adverse Drug Reactions by Clustering Event Sequences <\/b><\/dt>\n<dd>Hongxing He, Graham Williams, Jie Chen, Simon Hawkins.<br><i> Submitted, 2004. <\/i><\/dd>\n<dt><b>A Stock Flow Model for Health Care Workforce Prediction. <\/b><\/dt>\n<dd>Houyuan Jiang, Hongxing He, Graham Williams, Lifang Gu, Rohan Baxter.<br><i> Fourth IMA International Conference on Quantitative Modelling<br>in the Management of Healthcare<br>University of Salford, UK, April 2004.<br><\/i><\/dd>\n<dt><b>QLDS: Adverse drug reaction detection towards automation.<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Hongxing He, Jie Chen, Huidong Jin, Damien McAullay, Ross Sparks, Jisheng Cui, Simon Hawkins, and Chris Kelman.<br><i>Technical Report CMIS 04\/91, CSIRO Mathematical and Information Sciences, Canberra, 2004.<\/i><\/dd>\n<dt><b>Commonwealth Administrative Health Data Mining using Debian GNU\/Linux. <\/b><\/dt>\n<dd>Graham Williams<br><i> Linux and Open Source in Government, Australian Linux Conference, January 2004.<br>Available <a href=\"http:\/\/togaware.com\/papers\/lca04.pdf\">locally<\/a>. <\/i><\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"2003\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2003<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Mining the Data Stream. <\/b><\/dt>\n<dd>Graham Williams<br><i> Invited Plenary, International Conference on Hybrid Intelligent Systems<br>Melbourne, Australia, December 2003.<br>Available <a href=\"http:\/\/togaware.com\/papers\/his03.pdf\">locally<\/a>. <\/i><\/dd>\n<dt><b>Proceedings of the 2nd Australasian Data Mining Workshop<\/b><\/dt>\n<dd>Simeon J. Simoff, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Markus Hegland (editors)<br><i> Canberra, Australia, December 2003<br>Published by University of Technology, Sydney, ISBN 0-9751724-1-7<br>Conference web page: <a href=\"http:\/\/www.togaware.com\/ausdm03\/\">AusDM03<\/a> <\/i><\/dd>\n<dt><b>Association Rule Discovery with Unbalanced Class Distributions <\/b><\/dt>\n<dd>Lifang Gu, Jiuyong Li, Hongxing He, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Simon Hawkins, Chris Kelman<br><i> Proceedings of the 16th Australian Joint Conference on<br>Artificial Intelligence (<a href=\"http:\/\/www.togaware.com\/Graham.Williams\/publications.html\">AI03<\/a>) Perth, Australia, December 2004<br>Lecture Notes in Artificial Intelligence, Springer-Verlag<br>Available <a href=\"http:\/\/togaware.com\/papers\/ai03.pdf\">locally<\/a>. <\/i><\/dd>\n<dt><b>Temporal Event Mining of Linked Medical Claims Data<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Chris Kelman, Rohan Baxter, Lifang.Gu<br>Simon Hawkins, Hongxing He, Chris Rainsford, Deanne Vickers<br><i> Proceedings of the PAKDD03 Workshop on<br>Data Mining for Actionable Knowledge DMAK-2003<br><\/i> Seoul, Korea, April 2003, pages 82-95<br>Available <a href=\"http:\/\/togaware.com\/papers\/pakdd03.pdf\">locally<\/a>.<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"2002\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2002<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Estimating Episodes of Care using Linked Medical Claims Data<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Rohan Baxter, Chris Kelman, Chris Rainsford, Hongxing He<br>Lifang.Gu, Deanne Vickers, Simon Hawkins<br><i> Proceedings of the 15th Australian Joint Conference on<br>Artificial Intelligence (<a href=\"http:\/\/www.cs.adfa.edu.au\/%7Eabbass\/AI02\/\">AI02<\/a>) Canberra, Australia, December 2002<br>Lecture Notes in Artificial Intelligence, Volume 2557, Springer-Verlag<br>Pages 660-671, ISBN3-540-00197-2<br>Available <a href=\"http:\/\/togaware.com\/papers\/ai02.pdf\">locally<\/a>. <\/i><\/dd>\n<dt><b>Proceedings of the 1st Australian Data Mining Workshop<\/b><\/dt>\n<dd>Simeon J. Simoff, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Markus Hegland (editors)<br><i> Canberra, Australia, December 2002<br>Published by University of Technology, Sydney, ISBN 0-9750075-0-5<br>Conference web page: <a href=\"http:\/\/www.togaware.com\/ausdm02\/\">AusDM02<\/a> <\/i><\/dd>\n<dt><b>An Overview of Temporal Data Mining<\/b><\/dt>\n<dd>Weiqiang Lin, Mehmet A Orgun, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Proceedings of the 1st Australian Data Mining Workshop (<a href=\"http:\/\/www.togaware.com\/ausdm02\/\">AusDM02<\/a>)<br>Canberra, Australia, December 2002<br>Editted by Simeon J. Simoff, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Markus Hegland<br>Published by University of Technology, Sydney, Pages 83-90, ISBN 0-9750075-0-5<br>Available <a href=\"http:\/\/togaware.com\/papers\/adm02.pdf\">locally<\/a>. <\/i><\/dd>\n<dt><b>A Comparative Study of Replicator Neural Networks for Outlier Detection in Data Mining<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Rohan Baxter, Hongxing He<br>Simon Hawkins, Lifang.Gu<br><i> Proceedings of the 2nd IEEE International Conference on<br>Data Mining (<a href=\"http:\/\/kis.maebashi-it.ac.jp\/icdm02\/\">ICDM02<\/a>) Maebashi City, Japan, December 2002<br>Pages 709&#8211;712, ISBN 0-7695-1754-4<br>Extended technical report CSIRO CMIS 02\/102 available <a href=\"http:\/\/togaware.com\/papers\/tr02102.pdf\">locally<\/a>.<br>Available <a href=\"http:\/\/togaware.com\/papers\/icdm02.pdf\">locally<\/a>. <\/i><\/dd>\n<dt><b>Outlier Detection Using Replicator Neural Networks<\/b><\/dt>\n<dd>Simon Hawkins, Hongxing He, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Rohan Baxter<br><i> Proceedings of the 4th International Conference on<br>Data Warehousing and Knowledge Discovery (DaWaK02)<br><\/i> Lecture Notes in Computer Science, Vol 2454, Springer, 2002<br>Pages 170-180, ISBN 3-540-44123-9<br>Available <a href=\"http:\/\/togaware.com\/papers\/dawak02.pdf\">locally<\/a>.<\/dd>\n<dt><b>Mining Temporal Patterns from Health Care Data<\/b><\/dt>\n<dd>Weiqiang Lin, Mehmut Orgun, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Proceedings of the 4th International Conference on<br>Data Warehousing and Knowledge Discovery (DaWaK02)<br><\/i> Lecture Notes in Computer Science, Vol 2454, Springer, 2002<br>Pages 221-231, ISBN 3-540-44123-9<br>Available <a href=\"http:\/\/togaware.com\/papers\/dawak02w.pdf\">locally<\/a>.<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"2001\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2001<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Artificial Intelligence in Industry<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> and Dickson Luckose<br><i> in Advances in Artificial Intelligence<br><\/i> <a href=\"http:\/\/link.springer.de\/link\/service\/series\/0558\/tocs\/t2112.htm\">Lecture Notes in Computer Science, Volume 2112<\/a>, Springer, 2001.<br>pp 3-4, ISBN 3540425977<\/dd>\n<dt><b>Advances in Artificial Intelligence<\/b><\/dt>\n<dd>Ryszard Kowalczyk, Seng Wai Loke, Nancy Reed, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Workshop Reader: Four Workshops held at PRICAI00<br><\/i> Melbourne, Australia, August 2000, Revised Papers<br><a href=\"http:\/\/link.springer.de\/link\/service\/series\/0558\/tocs\/t2112.htm\">Lecture Notes in Computer Science, Volume 2112<\/a>, Springer, 2001.<br>ISBN 3540425977<\/dd>\n<dt><b>Feature Selection for Pathology Laboratory Monitoring<\/b><\/dt>\n<dd>Simon Hawkins, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Rohan Baxter<br><i> Topics in Health Information Management<br><\/i> Volume 22 Number 1, August 2001, Pages 14-23<\/dd>\n<dt><b>Advances in Knowledge Discovery and Data Mining<\/b><\/dt>\n<dd>David Cheung, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Qing Li<br><i> Proceedings of the 5th Pacific Asia Conference on<br>Knowledge Discovery and Data Mining (PAKDD01)<br><\/i> Hong Kong, China, April 2001<br>Lecture Notes in Artificial Intelligence, Volume 2035, Springer.<br>ISBN 3540419101<\/dd>\n<dt><b>Feature Selection for Temporal Health Records<\/b><\/dt>\n<dd>Rohan Baxter, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Hongxing He<br><i> Advances in Knowledge Discovery and Data Mining<br><\/i> Editted by David Cheung, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Qing Li<br>Lecture Notes in Artificial Intelligence, Volume 2035, Springer, April 2001<br>Proceedings of the 5th Pacific Asia Conference on<br>Knowledge Discovery and Data Mining (PAKDD01)<br>Hong Kong, China, April 2001<br>Available from <a href=\"http:\/\/link.springer.de\/link\/service\/series\/0558\/bibs\/2035\/20350198.htm\"> springer.de<\/a> and <a href=\"http:\/\/togaware.com\/papers\/pakdd01.pdf\">locally<\/a>.<\/dd>\n<dt><b>Temporal Data Mining Using Hidden Markov-Local Polynomial Models<\/b><\/dt>\n<dd>Weiqian Lin, Mehmet Orgun, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Advances in Knowledge Discovery and Data Mining<br><\/i> Editted by David Cheung, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Qing Li<br>Lecture Notes in Artificial Intelligence, Volume 2035, Springer, April 2001<br>Proceedings of the 5th Pacific Asia Conference on<br>Knowledge Discovery and Data Mining (PAKDD01)<br>Hong Kong, China, April 2001<br>Available from <a href=\"http:\/\/link.springer.de\/link\/service\/series\/0558\/bibs\/2035\/20350324.htm\"> springer.de<\/a> and <a href=\"http:\/\/togaware.com\/papers\/pakdd01w.pdf\">locally<\/a>.<\/dd>\n<dt><b>Data Mining of Administrative Claims Data for Pathology Services<\/b><\/dt>\n<dd>Simon Hawkins, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Rohan Baxter, Peter Christen, Michael Fett<br>Markus Hegland, Fuchun Huang, Ole Nielsen, Tatiana Semanova, Andrew Smith<br><i> Hawaii International Conference on System Sciences (HICSS-35)<br>Workshop on Data Mining in Health<br><\/i> January 2001, Hawaii, USA<br>Available from <a href=\"http:\/\/computer.org\/proceedings\/hicss\/0981\/volume%206\/09816021abs.htm\"> computer.org<\/a><\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"2000\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">2000<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Temporal Data Mining using Multi-Level Local Polynomial Models<\/b><\/dt>\n<dd>Weiqiang Lin, Mehmet Orgun, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Proceedings of the 2nd International Conference on<br>Intelligent Data Engineering and Automated Learning (IDEAL00)<br><\/i> Lecture Notes in Computer Science, Volume 1983, Springer<br>Hong Kong, December 2000<\/dd>\n<dt><b>On-line Unsupervised Outlier Detection Using Finite Mixtures with Discounting Learning Algorithms<\/b><\/dt>\n<dd>Kenji Yamanishi, Jun-ichi Takeuchi, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Peter Milne<br><i> Proceedings of the 6th ACM SIGKDD International Conference on<br>Knowledge Discovery and Data Mining (KDD00)<br><\/i> Boston, MA, August 2000<br>Available <a href=\"http:\/\/togaware.com\/papers\/kdd00.pdf\">locally<\/a> and from <a href=\"http:\/\/portal.acm.org\/citation.cfm?id=347160&amp;coll=portal&amp;dl=ACM&amp;CFID=2716987&amp;CFTOKEN=68252164\">acm.org<\/a><\/dd>\n<dt><b>Artificial Intelligence in Industry<\/b><\/dt>\n<dd>Dickson Lukose, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Proceedings of the Symposium on the<br>Application of Artificial Intelligence in Industry<br><\/i> Melbourne, Australia, August 2000<br>ISBN 0730027937<\/dd>\n<dt><b>Mining Taxation Data with Parallel BMARS<\/b><\/dt>\n<dd>Sergey Bakin, Markus Hegland, and <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>Parallel Algorithms and Applications<\/i><br>Vol 15, pp 37-55, May 2000<br>Available <a href=\"http:\/\/togaware.com\/papers\/atobmars.pdf\">locally<\/a>.<\/dd>\n<dt><b>The Integrated Delivery of Large-Scale Data Mining: The ACSys Data Mining Project <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Irfan Altas, Sergey Bakin, Peter Christen, Markus Hegland,<br>Alonso Marquez, Peter Milne, Rajehndra Nagappan, and Stephen Roberts<br>In <i>Large-Scale Parallel Data Mining<\/i>, State-of-the-Art Survey<br>Editted by Mohammed J. Zaki and Ching-Tien Ho<br>Lecture Notes in Artificial Intelligence, Volume 1759<br>Springer-Verlag, 2000<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1999\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1999<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>An Overiew of ACSys Data Mining<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> invited presentation to the<br><i> Computational Techniques and Applications Conference and Workshops (CTAC99)<br><\/i> Canberra, September 1999<br>Available <a href=\"http:\/\/togaware.com\/papers\/ctac99.pdf\">locally<\/a><\/dd>\n<dt><b>Integrated Delivery of Data Mining<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> International Workshop on Large-Scale Parallel<br>Knowledge Discovery and Data Mining Systems (KDD99)<br><\/i> San Diego, August 1999<\/dd>\n<dt><b>Evolutionary Hot Spots Data Mining<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Proceedings of the 3rd Pacific-Asia Conference on<br>Knowledge Discovery and Data Mining (PAKDD99)<br><\/i> Beijing, April 1999<br>Available <a href=\"http:\/\/togaware.com\/papers\/pakdd99.pdf\">locally<\/a><\/dd>\n<dt><b>Design of Decision Support Systems as Federated Information Systems <\/b><\/dt>\n<dd>D. J. Abel, Kerry Taylor, Gavin Walker, and Graham Williams<br><i>Decision Support Systems for Sustainable Development<\/i><br>Edited by Kersten, Mikolajuk, and Yeh<br>Kluwer Academic Publishers, 1999<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1998\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1998<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Data Mining Tutorial<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> SEAL98<br><\/i> Canberra, November 1998<br>Available <a href=\"http:\/\/togaware.com\/papers\/seal98.pdf\">locally<\/a><\/dd>\n<dt><b>Evolvolutionary Techniques in Data Mining Interestingness<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Workshop on Evolutionary Computation<br><\/i> Canberra, October 1998<\/dd>\n<dt><b>To What Extent can Data Mining be Proceduralised<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br>Panel Discussion<br><i> Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD98)<br><\/i> Melbourne, April 1998.<br>Availabl <a href=\"http:\/\/togaware.com\/papers\/pakdd98.html\">locally<\/a><\/dd>\n<dt><b>High Performance Data Managment Issues in Data Mining<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Presented to the Workshop on Parallel and Distributed Data Mining<br>Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD98)<br><\/i> Melbourne, April 1998.<br>Available <a href=\"http:\/\/togaware.com\/papers\/pddm98.html\">locally<\/a><\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1997\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1997<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Mining the Knowledge Mine: The Hot Spots Methodology for Mining Large Real World Databases <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Zhexue Huang<br><i> Advanced Topics in Artificial Intelligence<br><\/i> Lecture Notes in Artificial Intelligence, Volume 1342, Springer, 1997<br>Pages 340&#8211;348<br>Available <a href=\"http:\/\/togaware.com\/papers\/ai97.pdf\">locally<\/a><\/dd>\n<dt><b>PEPNet: Parallel Evolutionary Programming for Constructing Artificial Neural Networks<\/b><\/dt>\n<dd>Gerrit A. Riessen, <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, Xin Yao<br><i> Sixth Annual Conference On Evolutionary Programming (EP97)<br><\/i> Indianapolis<br>Available <a href=\"http:\/\/togaware.com\/papers\/pepnet.pdf\">locally<\/a><\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1996\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1996<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>A Case Study in Knowledge Acquisition for Insurance Risk Assessment using a KDD Methodology<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> and Zhexue Huang<br><i> Pacific Rim Knowledge Acquisition Workshop (PKAW96) <\/i><br>October 1996, Sydney, Australia<br>Available <a href=\"http:\/\/togaware.com\/papers\/karisk.pdf\">locally<\/a><\/dd>\n<dt><b>PEPNet: Parallel Evolutionary Artificial Neural Networks<\/b><\/dt>\n<dd>Gerrit Riessen, Xin Yao, Zhexue Huang, Peter Milne, and <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Proceedings of the 5th Australian Conference on<br>Neural Networks (ACNN96)<br><\/i> Available as a <a href=\"http:\/\/togaware.com\/papers\/acnn96p.pdf\">poster<\/a> and <a href=\"http:\/\/togaware.com\/papers\/acnn96.pdf\">abstract<\/a><\/dd>\n<dt><b>KDD for Insurance Risk Assessment<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> and Zhexue Huang<br><i> CSIRO DIT Data Mining Technical Report TR-DM-96014<\/i><br>March 1996<br>Available <a href=\"http:\/\/togaware.com\/papers\/kddrisk.pdf\">locally<\/a><\/dd>\n<dt><b>Modelling the KDD Process<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> and Zhexue Huang<br><i> CSIRO DIT Data Mining Technical Report TR-DM-96013<\/i><br>February 1996<br>Available <a href=\"http:\/\/togaware.com\/papers\/kddmodel.pdf\">locally<\/a><\/dd>\n<\/dl>\n\n\n\n<h3><a name=\"1995\"><\/a><span style=\"color: #800080;\">1995<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Templates for Spatial Reasoning in Responsive GIS<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>International Journal of Geographical Information Systems<\/i><br>1995, Volume 9, Number 2, Pages 117-131<br>Available <a href=\"http:\/\/togaware.com\/papers\/gistemplates.pdf\">locally<\/a><\/dd>\n<\/dl>\n\n\n\n<dl>\n<dt><b> The Design of Decision Support Systems as Federated Information Systems <\/b><\/dt>\n<dd>D. J. Abel, K. L. Taylor, G. C. Walker, and <a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>Proceedings of the Decision Support Systems for Developing Nations.<\/i><br>Taiwan. December 1995.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"1994\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1994<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> The Virtual Database: A Tool for Migration from Legacy LIS<\/b><\/dt>\n<dd>D. J. Abel, B. C. Ooi, R. A. Power, K.-L. Tan, G. J. Williams, and X. Zhou<br>In <i>Proceedings of the 22nd Annual Conference of the Australian Urban and Regional Information Systems Association AURISA &#8217;94<\/i><br>Sydney, Australia, 1994<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1993\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1993<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>The Virtual Database<\/b><\/dt>\n<dd>David J. Abel, Beng Chin Ooi, Robert A. Power, Kian-Lee Tan, Graham Williams, and Xiafang Zhou<br>In <i>Proceedings of the 21st Annual Conference of the Australian Urban and Regional Information Systems Association AURISA &#8217;93<\/i><br>Sydney, Australia, 1993<\/dd>\n<\/dl>\n\n\n\n<dl>\n<dt><b>Representing expectations in spatial information systems.<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a> and Steve G. Woods<br><i>Advances in Spatial Databases: Third International Symposium, SSD &#8217;93 <\/i><br>Edited by D. J. Abel and B. C. Ooi<br>Lecture Notes in Computer Science, Volume 692, Springer-Verlag, 1993<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1990\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1990<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Inducing and Combining Multiple Decision Trees<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> PhD Thesis, Australian National University<br><\/i> Canberra, Australia, 1990<br>Available <a href=\"http:\/\/togaware.com\/papers\/gjwthesis.pdf\">locally<\/a><\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1989\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1989<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> FrameUp: A frames formalism for expert systems <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i> Australian Computer Journal <\/i><br>Volume 21, Number 1, February 1989, Pages 33-40<br>Available <a href=\"http:\/\/togaware.com\/papers\/acj89_heffe.pdf\">locally<\/a><\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1988\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1988<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Combining Decision Trees: Initial results from the MIL algorithm<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>Artificial Intelligence Developments and Applications<\/i><br>Selected papers from the first Australian<br>Joint Artificial Intelligence Conference,<br>Sydney, Australia, 2-4 November, 1987<br>edited by J. S. Gero and R. B. Stanton<br>North-Holland, Elsevier Science Publishers<br>1988, Pages 273-289<br>Available <a href=\"http:\/\/togaware.com\/papers\/milai87.pdf\">locally<\/a><\/dd>\n<dt><b>The Design of Expert Systems for Environmental Management<\/b><\/dt>\n<dd>J. Richard Davis, Paul M. Nanninga and <a href=\"http:\/\/togaware.com\/Graham.Williams\">G. J. Williams<\/a><br><i>Readings in Australian Geography<\/i><br>Proceedings of the 21st IAG Conference<br>Perth, Australia, 1988<\/dd>\n<dt><\/dt>\n<\/dl>\n\n\n\n<p><a name=\"1987\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1987<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> Some Experiments in Decision Tree Induction <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">G. J. Williams<\/a><br><i> <a href=\"http:\/\/togaware.com\/papers\/acj87_contents_page.pdf\">Australian Computer Journal<\/a> <\/i><br>1987, Volume 19, Number 2, Pages 84-91.<br>Selected papers from the Tenth Australian Computer Science Conference.<br>Available <a href=\"http:\/\/togaware.com\/papers\/acj87_dtrees.pdf\">locally<\/a>.<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"1986\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1986<\/span><\/h3>\n\n\n\n<dl>\n<dt><b> GEM: A Micro-Computer Based Expert System for Geographic Domains <\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a>, J. Richard Davis and Paul M. Nanninga<br><i> Proceedings of the Sixth International Workshop and Conference on<br>Expert Systems and Their Applications<br><b>Winner: Best student paper<\/b> <\/i><br>Avignon, France, 1986.<br>Available <a href=\"http:\/\/togaware.com\/papers\/gemavignon86.pdf\">locally<\/a> together with the <a href=\"http:\/\/togaware.com\/papers\/gemrules86.pdf\">actual rule base<\/a>.<\/dd>\n<dt><b>Deficiencies of Expert Systems and Attempts at Improvement: A Survey<\/b><\/dt>\n<dd><a href=\"http:\/\/togaware.com\/Graham.Williams\">Graham Williams<\/a><br><i>Proceedings of the Ninth Australian Computer Science Conference ACSC9<\/i><br>Australian National University, 1986<\/dd>\n<\/dl>\n\n\n\n<p><a name=\"1985\"><\/a><\/p>\n\n\n\n<h3><span style=\"color: #800080;\">1985<\/span><\/h3>\n\n\n\n<dl>\n<dt><b>Geographic Expert Systems for Resource Management<\/b><\/dt>\n<dd>J. Richard Davis, Paul M. Nanninga and G. J. Williams<br><i>Proceedings of the First Australian Conference on Applications of Expert Systems<\/i><br>Sydney, Australia, 1985<\/dd>\n<\/dl>\n\n\n\n<dl>\n<dt><b>Final Report on the Development of an Expert System for Fire Management in Kakadu National Park, NT<\/b><\/dt>\n<dd>J. Richard Davis, Paul M. Nanninga and <a href=\"http:\/\/togaware.com\/Graham.Williams\">G. J. Williams<\/a><br><i>CSIRO Division of Water and Land resources<\/i><br>June 1985. Available <a href=\"http:\/\/togaware.com\/papers\/kakadu_csiro_report_1985.pdf\">locally<\/a>.<\/dd>\n<\/dl>\n","protected":false},"excerpt":{"rendered":"<p>Publications on the following topics are included: Data Science, Data Mining and Machine Learning Open Source, R and GNU\/Linux Spatial Reasoning Databases and Legacy Systems Knowledge Representation and Expert Systems 2021 | 2020 | 2018 | 2017 | 2016 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":160,"menu_order":10,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/pages\/258"}],"collection":[{"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/comments?post=258"}],"version-history":[{"count":55,"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/pages\/258\/revisions"}],"predecessor-version":[{"id":1175,"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/pages\/258\/revisions\/1175"}],"up":[{"embeddable":true,"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/pages\/160"}],"wp:attachment":[{"href":"https:\/\/togaware.com\/wp-json\/wp\/v2\/media?parent=258"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}