Graham J. Williams Vis

*	2008
40	EE	Denny, Graham J. Williams, Peter Christen: ReDSOM: Relative Density Visualization of Temporal Changes in Cluster Structures Using Self-Organizing Maps. ICDM 2008: 173-182
39	EE	Denny, Graham J. Williams, Peter Christen: Exploratory Hot Spot Profile Analysis Using Interactive Visual Drill-Down Self-Organizing Maps. PAKDD 2008: 536-543
38	EE	Huidong Jin, Jie Chen, Hongxing He, Graham J. Williams, Chris Kelman, Christine M. O'Keefe: Mining Unexpected Temporal Associations: Applications in Detecting Adverse Drug Reactions. IEEE Transactions on Information Technology in Biomedicine 12(4): 488-500 (2008)
	2007
37		Peter Christen, Paul J. Kennedy, Jiuyong Li, Inna Kolyshkina, Graham J. Williams: Data Mining and Analytics 2007, Proceedings of the Sixth Australasian Data Mining Conference (AusDM 2007), Gold Coast, Queensland, Australia, December 3-4, 2007, Proceedings Australian Computer Society 2007
36	EE	Denny, Graham J. Williams, Peter Christen: Exploratory Multilevel Hot Spot Analysis: Australian Taxation Office Case Study. AusDM 2007: 77-84
35	EE	Xiaojun Chen, Yunming Ye, Graham J. Williams, Xiaofei Xu: A Survey of Open Source Data Mining Systems. PAKDD Workshops 2007: 3-14
	2006
34		Peter Christen, Paul J. Kennedy, Jiuyong Li, Simeon J. Simoff, Graham J. Williams: Data Mining and Analytics 2006, Proceedings of the Fifth Australasian Data Mining Conference (AusDM2006), Sydney, NSW, Australia, 29-30 November, 2006, Proceedings Australian Computer Society 2006
33		Graham J. Williams, Simeon J. Simoff: Data Mining - Theory, Methodology, Techniques, and Applications Springer 2006
32	EE	Yunming Ye, Joshua Zhexue Huang, Xiaojun Chen, Shuigeng Zhou, Graham J. Williams, Xiaofei Xu: Neighborhood Density Method for Selecting Initial Cluster Centers in K-Means Clustering. PAKDD 2006: 189-198
31	EE	Jie Chen, Hongxing He, Huidong Jin, Damien McAullay, Graham J. Williams, Chris Kelman: Identifying Risk Groups Associated with Colorectal Cancer. Selected Papers from AusDM 2006: 260-272
	2005
30	EE	Damien McAullay, Graham J. Williams, Jie Chen, Huidong Jin: A Delivery Framework for Health Data Mining and Analytics. ACSC 2005: 381-390
29	EE	Jiuyong Li, Ada Wai-Chee Fu, Hongxing He, Jie Chen, Huidong Jin, Damien McAullay, Graham J. Williams, Ross Sparks, Chris Kelman: Mining risk patterns in medical data. KDD 2005: 770-775
28	EE	Jie Chen, Hongxing He, Jiuyong Li, Huidong Jin, Damien McAullay, Graham J. Williams, Ross Sparks, Chris Kelman: Representing Association Classification Rules Mined from Health Data. KES (3) 2005: 1225-1231
	2004
27	EE	Hongxing He, Graham J. Williams, Jie Chen, Simon Hawkins, Chris Kelman: Exploring Possible Adverse Drug Reactions by Clustering Event Sequences. DaWaK 2004: 199-208
26	EE	Jie Chen, Hongxing He, Graham J. Williams, Huidong Jin: Temporal Sequence Associations for Rare Events. PAKDD 2004: 235-239
25	EE	Tatiana Semenova, Markus Hegland, Warwick Graco, Graham J. Williams: Conceptual Mining of Large Administrative Health Data. PAKDD 2004: 659-669
24	EE	Kenji Yamanishi, Jun-ichi Takeuchi, Graham J. Williams, Peter Milne: On-Line Unsupervised Outlier Detection Using Finite Mixtures with Discounting Learning Algorithms. Data Min. Knowl. Discov. 8(3): 275-300 (2004)
	2003
23	EE	Lifang Gu, Jiuyong Li, Hongxing He, Graham J. Williams, Simon Hawkins, Chris Kelman: Association Rule Discovery with Unbalanced Class Distributions. Australian Conference on Artificial Intelligence 2003: 221-232
22		Graham J. Williams: Mining the Data Stream. HIS 2003: 4
	2002
21	EE	Graham J. Williams, Rohan A. Baxter, Chris Kelman, Chris P. Rainsford, Hongxing He, Lifang Gu, Deanne Vickers, Simon Hawkins: Estimating Episodes of Care Using Linked Medical Claims Data. Australian Joint Conference on Artificial Intelligence 2002: 660-671
20	EE	Simon Hawkins, Hongxing He, Graham J. Williams, Rohan A. Baxter: Outlier Detection Using Replicator Neural Networks. DaWaK 2002: 170-180
19	EE	Weiqiang Lin, Mehmet A. Orgun, Graham J. Williams: Mining Temporal Patterns from Health Care Data. DaWaK 2002: 222-231
18	EE	Graham J. Williams, Rohan A. Baxter, Hongxing He, Simon Hawkins, Lifang Gu: A Comparative Study of RNN for Outlier Detection in Data Mining. ICDM 2002: 709-712
	2001
17		David Wai-Lok Cheung, Graham J. Williams, Qing Li: Knowledge Discovery and Data Mining - PAKDD 2001, 5th Pacific-Asia Conference, Hong Kong, China, April 16-18, 2001, Proceedings Springer 2001
16		Ryszard Kowalczyk, Seng Wai Loke, Nancy E. Reed, Graham J. Williams: Advances in Artificial Intelligence. PRICAI 2000 Workshop Reader, Four Workshops held at PRICAI 2000, Melbourne, Australia, August 28 - September 1, 2000, Revised Papers Springer 2001
15	EE	Simon Hawkins, Graham J. Williams, Rohan A. Baxter, Peter Christen, Michael J. Fett, Markus Hegland, Fuchun Huang, Ole Møller Nielsen, Tatiana Semenova, Andrew Smith: Data Mining of Administrative Claims Data for Pathology Services. HICSS 2001
14	EE	Rohan A. Baxter, Graham J. Williams, Hongxing He: Feature Selection for Temporal Health Records. PAKDD 2001: 198-209
13	EE	Weiqiang Lin, Mehmet A. Orgun, Graham J. Williams: Temporal Data Mining Using Hidden Markov-Local Polynomial Models. PAKDD 2001: 324-335
	2000
12	EE	Weiqiang Lin, Mehmet A. Orgun, Graham J. Williams: Temporal Data Mining Using Multilevel-Local Polynominal Models. IDEAL 2000: 180-186
11	EE	Kenji Yamanishi, Jun-ichi Takeuchi, Graham J. Williams, Peter Milne: On-line unsupervised outlier detection using finite mixtures with discounting learning algorithms. KDD 2000: 320-324
10	EE	Graham J. Williams, Dickson Lukose: Artificial Intelligence in Industry. PRICAI Workshops 2000: 3-4
9		Sergey Bakin, Markus Hegland, Graham J. Williams: Mining taxation data with parallel BMARS. Parallel Algorithms Appl. 15(1-2): 37-55 (2000)
	1999
8	EE	Graham J. Williams, Irfan Altas, Sergey Bakin, Peter Christen, Markus Hegland, Alonso Marquez, Peter Milne, Rajehndra Nagappan, Stephen Roberts: The Integrated Delivery of Large-Scale Data Mining: The ACSys Data Mining Project. Large-Scale Parallel Data Mining 1999: 24-55
7	EE	Graham J. Williams: Evolutionary Hot Spots Data Mining - An Architecture for Exploring for Interesting Discoveries. PAKDD 1999: 184-193
	1997
6	EE	Graham J. Williams, Zhexue Huang: Mining the Knowledge Mine: The Hot Spots Methodology for Mining Large Real World Databases. Australian Joint Conference on Artificial Intelligence 1997: 340-348
5		Gerrit Riessen, Graham J. Williams, Xin Yao: PEPNet: Parallel Evolutionary Programming for Constructing Artificial Neural Networks. Evolutionary Programming 1997: 35-46
	1995
4		Graham J. Williams: Templates for Spatial Reasoning in Responsive Geographical Information Systems. International Journal of Geographical Information Systems 9(2): 117-131 (1995)
	1993
3	EE	Graham J. Williams, Steven G. Woods: Representing Expectations in Spatial Information Systems - A Case Study. SSD 1993: 465-476
	1989
2		Graham J. Williams: FrameUP: A Frames Formalism for Expert Systems. Australian Computer Journal 21(1): 33-40 (1989)
	1987
1		Graham J. Williams: Some Experiments in Decision Tree Induction. Australian Computer Journal 19(2): 84-91 (1987)

Coauthor Index

1	Irfan Altas	[8]
2	Sergey Bakin	[8] [9]
3	Rohan A. Baxter	[14] [15] [18] [20] [21]
4	Jie Chen	[26] [27] [28] [29] [30] [31] [38]
5	Xiaojun Chen	[32] [35]
6	David Wai-Lok Cheung (David W. Cheung)	[17]
7	Peter Christen	[8] [15] [34] [36] [37] [39] [40]
8	Denny	[36] [39] [40]
9	Michael J. Fett	[15]
10	Ada Wai-Chee Fu	[29]
11	Warwick Graco	[25]
12	Lifang Gu	[18] [21] [23]
13	Simon Hawkins	[15] [18] [20] [21] [23] [27]
14	Hongxing He	[14] [18] [20] [21] [23] [26] [27] [28] [29] [31] [38]
15	Markus Hegland	[8] [9] [15] [25]
16	Fuchun Huang	[15]
17	Joshua Zhexue Huang (Zhexue Huang)	[6] [32]
18	Huidong Jin	[26] [28] [29] [30] [31] [38]
19	Chris Kelman	[21] [23] [27] [28] [29] [31] [38]
20	Paul J. Kennedy	[34] [37]
21	Inna Kolyshkina	[37]
22	Ryszard Kowalczyk	[16]
23	Jiuyong Li	[23] [28] [29] [34] [37]
24	Qing Li	[17]
25	Weiqiang Lin	[12] [13] [19]
26	Seng Wai Loke	[16]
27	Dickson Lukose	[10]
28	Alonso Marquez	[8]
29	Damien McAullay	[28] [29] [30] [31]
30	Peter Milne	[8] [11] [24]
31	Rajehndra Nagappan	[8]
32	Ole Møller Nielsen	[15]
33	Christine M. O'Keefe	[38]
34	Mehmet A. Orgun	[12] [13] [19]
35	Chris P. Rainsford	[21]
36	Nancy E. Reed	[16]
37	Gerrit Riessen	[5]
38	Stephen Roberts	[8]
39	Tatiana Semenova	[15] [25]
40	Simeon J. Simoff	[33] [34]
41	Andrew Smith	[15]
42	Ross Sparks	[28] [29]
43	Jun-ichi Takeuchi	[11] [24]
44	Deanne Vickers	[21]
45	Steven G. Woods	[3]
46	Xiaofei Xu	[32] [35]
47	Kenji Yamanishi	[11] [24]
48	Xin Yao	[5]
49	Yunming Ye	[32] [35]
50	Shuigeng Zhou	[32]

Colors in the list of coauthors