Publications

2014

Shafiq Alam, Gillian Dobbie, Yun Sing Koh, Patricia Riddle, Saeed Ur Rehman: Research on particle swarm optimization based clustering: A systematic review of literature and techniques. Swarm and Evolutionary Computation 17: 1-13 (2014)

David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie, Russel Pears: Detecting Changes in Rare Patterns from Data Streams. PAKDD (2) 2014: 437-448

M. Shaban Jokhio, Gillian Dobbie, Tianming Hu, Jing Sun: Automated Mutation-Based Test Case Evaluation for Semantic Web Services. Australian Software Engineering Conference 2014: 210-219

Sidney Tsang, Yun Sing Koh, Gillian Dobbie, Shafiq Alam: Detecting online auction shilling frauds using supervised learning. Expert Syst. Appl. 41(6): 3027-3040 (2014)

Yun Sing Koh, Russel Pears: Efficient negative association rule mining based on chance thresholds. Intell. Data Anal. 18(2): 243-260 (2014)

Shafiq Alam, Gillian Dobbie, Yun Sing Koh, Patricia Riddle: Web bots detection using Particle Swarm Optimization based clustering. IEEE Congress on Evolutionary Computation 2014: 2955-2962

Timothy D. Robinson, David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie: Drift Detector for Memory-Constrained Environments. DaWaK 2014: 414-425

Wei Zhou, Yun Sing Koh, Junhao Wen, Shafiq Alam, Gillian Dobbie: Detection of abnormal profiles on group attacks in recommender systems. SIGIR 2014: 955-958

Wei Zhou, Junhao Wen, Yun Sing Koh, Shafiq Alam, Gillian Dobbie: Attack detection in recommender systems based on target item analysis. IJCNN 2014: 332-339

M. Asif Naeem, Gerald Weber, Christof Lutteroth, Gillian Dobbie: Optimizing Queue-Based Semi-Stream Joins with Indexed Master Data. DaWaK 2014: 171-182

M. Asif Naeem, Gillian Dobbie, Gerald Weber: Efficient processing of streaming updates with archived master data in near-real-time data warehousing. Knowl. Inf. Syst. 40(3): 615-637 (2014)

Xiaogang Shi, Bin Cui, Gillian Dobbie, Beng Chin Ooi: Towards unified ad-hoc data processing. SIGMOD Conference 2014: 1263-1274

Thuy Ngoc Le, Zhifeng Bao, Tok Wang Ling, Gillian Dobbie: Group-by and Aggregate Functions in XML Keyword Search. DEXA (1) 2014: 105-121

Zhong Zeng, Zhifeng Bao, Gillian Dobbie, Mong-Li Lee, Tok Wang Ling: Semantic Path Ranking Scheme for Relational Keyword Queries. DEXA (2) 2014: 97-105

Russel Pears, Sripirakas Sakthithasan, Yun Sing Koh: Detecting concept change in dynamic data streams - A sequential approach based on reservoir sampling. Machine Learning 97(3): 259-293 (2014)

2013

Russel Pears, Yun Sing Koh, Gillian Dobbie, Wai K. Yeap: Weighted association rule mining via a graph based connectivity model. Inf. Sci. 218: 61-84 (2013)

Yun Sing Koh, Gillian Dobbie: Efficient Single Pass Ordered Incremental Pattern Mining. T. Large-Scale Data- and Knowledge-Centered Systems 8: 137-156 (2013)

Sidney Tsang, Yun Sing Koh, Gillian Dobbie: Finding Interesting Rare Association Rules Using Rare Pattern Tree. T. Large-Scale Data- and Knowledge-Centered Systems 8: 157-173 (2013)

David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie, Russel Pears: Tracking Drift Types in Changing Data Streams. ADMA (1) 2013: 72-83

Minmin Zhang, Gillian Dobbie, Yun Sing Koh: Change Itemset Mining in Data Streams. ADMA (1) 2013: 97-108

Eileen H.-C. Wei, Yun Sing Koh, Gillian Dobbie: Finding Maximal Overlapping Communities. DaWaK 2013: 309-316

Shafiq Alam, Gillian Dobbie, Patricia Riddle, Yun Sing Koh: Analysis of Web Usage Data for Clustering Based Recommender System. PAAMS (Special Sessions) 2013: 171-179

Sripirakas Sakthithasan, Russel Pears, Yun Sing Koh: One Pass Concept Change Detection for Data Streams. PAKDD (2) 2013: 461-472

M. Asif Naeem, Gerald Weber, Gillian Dobbie, Christof Lutteroth: A generic front-stage for semi-stream processing. CIKM 2013: 769-774

M. Asif Naeem, Gerald Weber, Gillian Dobbie, Christof Lutteroth: SSCJ: A Semi-Stream Cache Join Using a Front-Stage Cache Module. DaWaK 2013: 236-247

M. Shaban Jokhio, Gillian Dobbie, Jing Sun, Tianming Hu: Web Services Testing via Goal and Mutation. ICECCS 2013: 159-162

2012

M. Asif Naeem, Gillian Dobbie, Gerald Weber: A Lightweight Stream-Based Join with Limited Resource Consumption. DaWaK 2012: 431-442

M. Asif Naeem, Gillian Dobbie, Imran Sarwar Bajwa, Gerald Weber: Resource optimization for processing of stream data in data warehouse environment. ICACCI 2012: 62-68

Shafiq Alam, Gillian Dobbie, Patricia Riddle, Yun Sing Koh: Hierarchical PSO clustering based recommender system. IEEE Congress on Evolutionary Computation 2012: 1-8

David Huang, Yun Sing Koh, Gillian Dobbie: Rare Pattern Mining on Data Streams. DaWaK 2012: 303-314

Yun Sing Koh, Russel Pears, Gillian Dobbie: Extrapolation Prefix Tree for Data Stream Mining Using a Landmark Model. DaWaK 2012: 340-351

Yun Sing Koh, Russel Pears, Gillian Dobbie: WeightTransmitter: Weighted Association Rule Mining Using Landmark Weights. PAKDD (2) 2012: 37-48

2011

Yun Sing Koh, Gillian Dobbie: SPO-Tree: Efficient Single Pass Ordered Incremental Pattern Mining. DaWaK 2011: 265-276

Sidney Tsang, Yun Sing Koh, Gillian Dobbie: RP-Tree: Rare Pattern Tree Mining. DaWaK 2011: 277-288

Yun Sing Koh, Russel Pears, Gillian Dobbie: Automatic Assignment of Item Weights for Pattern Mining on Data Streams. PAKDD (1) 2011: 387-398

Yun Sing Koh, Russel Pears, Gillian Dobbie: Automatic Item Weight Generation for Pattern Mining and its Application. IJDWM 7(3): 30-49 (2011)

Mengchi Liu, Gillian Dobbie, Tok Wang Ling: What Have We Learnt from Deductive Object-Oriented Database Research? DASFAA (1) 2011: 16-21

2010

Russel Pears, Yun Sing Koh , Gillian Dobbie: EWGen: Automatic Generation of Item Weights for Weighted Association Rule Mining. ADMA (1) 2010: 36-47

Yun Sing Koh, Russel Pears, Wai-Kiang Yeap: Valency Based Weighted Association Rule Mining. PAKDD (1) 2010: 274-285

Geng, K. and Dobbie, G.C. (2010). XML Benchmark.  Advanced Applications and Structures in XML Processing: Label Streams, Semantics Utilization and Data Query Technologies. Changqing Li and Tok Wang Ling (Ed.), USA, IGI Global, p.-, 2010

Juan Trujillo, Gillian Dobbie, Hannu Kangassalo, Sven Hartmann, Markus Kirchberg, Matti Rossi, Iris Reinhartz-Berger, Esteban Zimányi, Flavius Frasincar: Advances in Conceptual Modeling - Applications and Challenges, ER 2010 Workshops ACM-L, CMLSA, CMS, DE@ER, FP-UML, SeCoGIS, WISM, Vancouver, BC, Canada, November 1-4, 2010. Proceedings Springer 2010

Shafiq Alam, Gillian Dobbie, Patricia Riddle, M. Asif Naeem: Particle Swarm Optimization Based Hierarchical Agglomerative Clustering. IAT 2010: 64-68

Huayu Wu, Tok Wang Ling, Gillian Dobbie, Zhifeng Bao, Liang Xu: Reducing Graph Matching to Tree Matching for XML Queries with ID References. DEXA(2) 2010: 391-406

Shafiq Alam, Gillian Dobbie, Patricia Riddle, M. Asif Naeem: A swarm intelligence based clustering approach for outlier detection. IEEE Congress on Evolutionary Computation 2010: 1-7

Shafiq Alam, Gillian Dobbie, Patricia Riddle, M. Asif Naeem: Particle Swarm Optimization Based Hierarchical Agglomerative Clustering. IAT 2010: 64-68

2009

Lee, S.U-J., Dobbie, G.C., Sun, J, and Groves, L. (2009).Formal Verification of Semi-structured Data Models in PVS, Special Issue of the Journal of Universal Computer Science on Logic, Abstract State Machines and Databases, 15(1), 241-272. 

Alam ,S., Dobbie, G., and Riddle, P. (2009). Exploiting the swarm behaviour of simple agents for clustering web usage data, Data Mining and Multi-agent Integration, Cao, Longbing (Ed.), Springer, 61-76.

Geng, K., and Dobbie, G.C. (2008). Element Classification Based Transformation of XML Queries. International Journal of Web Information Systems, 4(3).

Ling, T.W., and  Dobbie, G.C. (2009). Semistructured Database Design, Encyclopedia of Database Systems, Ling Liu and M. Tamer Özsu (Eds.).

Naeem, M. A., Dobbie, G.C , Weber, G. (2009). Comparing Global Optimization and Default Settings of Stream-based Joins, Workshop on Enabling Real-Time for Business Intelligence (BIRTE 2009), 24 August 2009, Lyon, France.

Geng, K.,  Dobbie, G.C.,  Meng, Y.  (2009). Survey of XML Semantic Query Optimization, Fourth International Conference on Internet Computing for Science and Engineering, Harbin, China, 21 December 2009, IEEE/Computer Society Press.

Li, Y.F.,  Sun, J.,  Dobbie, G.C.,  Lee, S.U. and Wang . H. H. (2009). Verifying Semistructured Data Normalization using SWRL, 3rd IEEE International Symposium on Theoretical Aspects of Software Engineering, Proceedings of TASE 2009, Tianjin, China, July 29-31, 2009, pp.193-200.

Meng, Y., Yin, G., & Geng, K. (2009). Research on Ontology Security Strategy of Security Data Integrity. Harbin, China, ICICSE09.

Koh, Y. S. and Pears, R. (2009), Non-Redundant Rare Itemset Generation, In Proc. Eighth Australasian Data Mining Conference (AusDM 2009), Melbourne, Australia. CRPIT, 101. Kennedy, P., Ong, K-L. and Christen, P. Eds., pp. 69-74.

Hoeglinger, S.,  Pears, R.,  and Koh, Y. S.  (2009). CBDT: A Concept Based Approach to Data Stream Mining, PAKDD 2009.

2008

Alam, S.,  Riddle, P.J.,  and  Dobbie, G.C. (2008). Particle Swarm Optimization Based Clustering of Web Usage Data", "workshop on optimization based data mining. ACM/WIC/IEEE International Conference on Web Intelligence.

Alam S., Dobbie, G.C., and Riddle, P. (2008). An Evolutionary Particle Swarm Optimization Algorithm For Data Clustering, IEEE Swarm Intelligence Symposium (SIS08), 21-23 September, Missouri, USA.

Alam, S. , Dobbie, G.C., and Riddle, P. (2008).  Particle Swarm Optimization Based Clustering Of Web Usage Data, Workshop on Optimization-based Data Mining and Web Intelligence (ODM2008) at the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology.

Lee S.U-J., Sun, J., Dobbie, G.C. and Groves, L. (2008) Verifying Semistructured Data Normalization using PVS. 13th IEEE International Conference on Engineering of Complex Computer Systems (ICECCS 2008), pages 15-24, Belfast, Northern Ireland, March 31 - April 4. 

Baker, S., Au, F.T.W., Dobbie, G.C., and Warren, I. (2008) Automated Usability Testing Using HUI Analyser, The 19th Australian Software Engineering Conference, Australia, 2008. 

Au, F.T.W., Baker, S., Warren, I., and Dobbie, G.C. (2008) Automated Usability Testing Framework, 9th Australasian User Interface Conference (AUIC2008), Australia, 2008. 

Koh, Y.S. and Pears, R. (2008). Rare Association Rule Mining via Transaction Clustering, in Australasian Data Mining Conference: AusDM 2008, Stamford Grand, Glenelg, Adelaide, 27-28 November 2008

Koh,Y.S. (2008). Mining Non-coincidental Rules without a User Defined Support Threshold, in Takashi Washio, Einoshin Suzuki, Kai Ming Ting, Akihiro Inokuchi (Eds.): Advances in Knowledge Discovery and Data Mining, 12th Pacific-Asia Conference, PAKDD 2008, Osaka, Japan, May 20-23, 2008 Proceedings. Lecture Notes in Computer Science, pp. 910-915.

Koh,Y.S.and Pears, R. (2008). Transaction Clustering Using a Seeds Based Approach, in Takashi Washio, Einoshin Suzuki, Kai Ming Ting, Akihiro Inokuchi (Eds.): Advances in Knowledge Discovery and Data Mining, 12th Pacific-Asia Conference, PAKDD 2008, Osaka, Japan, May 20-23, 2008 Proceedings. Lecture Notes in Computer Science, pp. 916-922.

Koh , Y. S. (2008) Finding Sporadic Rules in the Diagnosis of the Erythemato-Squamous Diseases . Journal of Intelligent Data Analysis 12(6)

Koh ,Y.S., Rountree, N.,  and O’Keefe, R.  (2008). Mining Interesting Imperfectly Sporadic Rules. Knowledge and Information System , 14(2): 179-196

Koh, Y. S., and Pears, R.(2008). A Multi Methodological Approach to Rare Association Rule Mining, in Rare Association Rule Mining and Knowledge Discovery: Technologies for Infrequent and Critical Event Detection, IGI Global

Koh, Y.S., O’Keefe, R.  and Rountree, N.  (2008). Finding Non-Coincidental Sporadic Rules Using Apriori-Inverse, in  J Wang (Ed), Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications (6 Vol.), Information Science Reference, IGI Global, pp. 3222 -3233

2007

Geng, K and Dobbie, G.C. (2007). An XML Document Generator for Semantic Query Optimization Experimentation. International Journal of Web Information Systems, 3(1).

Chen, Y., Ling, T.W., Lee, M.L., Nakanishi, M., and Dobbie, G.C. (2007). A Semantic Approach to the Design of Valid and Reversible Semistructured Views, Journal of Computing Science and Engineering (JCSE), 2007. 

Geng, K. and Dobbie, G.C. (2007). Element Classification Based Transformation of XML Queries, 9th International Conference on Information Integration and Web Based Applications and Services, 3-5 Dec 2007, Jakarta. (Best paper award.)

Koh, Y. S. and Pears, R.  (2007). Mining Non-Coincidental Negative Association Rules, in M.A. Orgun and J. Thornton (eds.), AI 2007 , LNAI 4830, pp. 710-714.

2006

Li, Y.F., Sun, J., Dobbie, G.C., Wang, H. and Sun, J. (2006). Reasoning About ORA-SS Data Models Using the Semantic Web, Journal on Data Semantics VII, 4244/2006, pp. 219-241.

Lee S.U-J., Dobbie, G.C., Sun, J., Groves, L. (2006). A PVS Approach to Verifying ORA-SS Data Models, 18th International Conference on Software Engineering and Knowledge Engineering, Proceedings of SEKE 2006, San Francisco Bay, USA,  pp. 126-131.

Zhang W., Ling, T.W., Chen Z., Dobbie, G.C. (2006). XDO2:A Deductive Object-Oriented Query Language for XML. Proceedings of the 10th International Conference on Database Systems for Advanced Applications, Beijing, China,  pp. 311-322.

 Yang. X., Lee, M.L., Ling, T.W. and Dobbie, G.C. (2006). A Semantic Approach to Query Rewriting for Integrated XML Data. Proceedings of the 24th International Conference on Conceptual Modeling, Klagenfurt, Austria, pp. 417-432

Hosking, J., Khoussainova, N. and Dobbie, G.C. (2006).  A Tool for Visualizing Schemas for Semistructured Data, Proceedings of the 2006 ACM Symposium on Software Visualization, Poster Session, Brighton, UK, pp.149-150  

Li, Y.F., Sun, J., Dobbie, G.C., Sun, J., and Wang, H.H. (2006). Validating Semistructured Data using OWL, 7th International Conference on Web-Age Information Management (WAIM 2006),  Hong Kong, China, pp.520-531.

Koh , Y. S., Rountree, N., and O’Keefe, R.  (2006). Mining interesting imperfectly sporadic rules, in W. K. Ng, M. Kitsuregawa, J. Li, K. Chang (Eds.), Advances in Knowledge Discovery and Data Mining , 10th Pacific-Asia Conference, PAKDD 2006, Singapore, April 9-12, 2006, Proceedings, Vol. 3918 of Lecture Notes in Computer Science, Springer, pp. 473-482.

2005 or older

Ling, T.W., Lee, M.L., and Dobbie, G.C. (2005). Semistructured Database Design, Springer 2005.

Jamil, H. and Dobbie, G.C. (2004). On Logical Foundations of Multi-Level Secure Deductive Databases, Journal of Intelligent Information Systems, 23(3), 271-294.

Wan, J.W.W., and Dobbie, G.C.(2004). Mining Association Rules from XML Data using XQuery. ACSW Frontiers 2004, Dunedin. pp. 169-174.

Chen Z., Ling, T.W., Liu M., and Dobbie, G.C.(2004) XTree for Declarative XML Querying. Proceedings of the 10th International Conference on Database Systems for Advanced Applications, pp. 100-112, Korea.

Bertinshaw, D. & Guesgen H. Physical. (2004). Approximations for Urban Fire Spread Simulations, Proceedings of the Seventeenth International Florida Artificial Intelligence Research Society Conference

Deng, L., Bertinshaw D., Klette G., & Jeffries D. (2004). Footprint Identification of Weta and Other Insects Communication and Information Technology Research Technical Report 153

Wan, J.W.W. and Dobbie, G.C. (2003). Extracting Association Rules from XML Documents using XQuery, Proceedings of the Fifth ACM International Workshop on Web Information and Data Management, USA.

Jamil, H. And Dobbie, G.C. (2002).  A Model Theoretic Semantics for Multi-Level Secure Deductive Databases,  18th International Conference on Logic Programming, Springer Verlag , pp. 130-147. 

Liu, H-C. and Dobbie, G.C. (2002)  Join Operations over XML Data, IASTED International Conference on Information Systems and Databases.

Wu X., Ling, T.W., Lee, M.L., and Dobbie, G.C. (2001), Designing Semistructured Databases Using the ORA-SS Model,  Proceedings of the 2nd International Conference on Web Information Systems Engineering (WISE2001), pp. 171-183, December 3-6, Kyoto, Japan. IEEE Computer Society Press.

Bressan, S., Dobbie, G.C., Lacroix, Z. Lee, M.L., Li, Y.G., and  Nambiar, U. (2001). X007: Applying 007 Benchmark to XML Query Processing Tools, Proceedings of the 10th ACM International Conference on Information and Knowledge Management (CIKM2001), pp.167-174, Atlanta, Georgia. ACM 2001. 

Lee, M.L., Lee, S.Y., Ling, T.W., Dobbie, G.C. and  Kalinichenko, L.A. (2001), Designing Semi-structured Databases: A Conceptual Approach, Proceedings of the 12th International Conference on Database and Expert Systems Applications (DEXA), pp. 12-21, Munich, Germany. Springer Verlag. 

Liu M., Dobbie, G.C. And Ling, T.W. (2001), A Logical Foundation for Deductive Object-Oriented Databases, Proceedings of the 7th International Conference on Database Systems for Advanced Applications (DASFAA01), pp. 116-128, Hong Kong. IEEE Computer Society Press. 

Dobbie, G.C. and Ling, T.W. (2000), Practical Approach to Selecting Data Warehouse Views Using Data Dependencies, Proceedings of the 19th International Conference on Conceptual Modeling (ER2000), pp. 168-182. Springer Verlag.