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Volume 121 - Ninth Australasian Data Mining Conference

(AusDM’11), Ballarat, Australia, December 2011

This volume contains papers presented at the Ninth Australasian Data Mining Conference (AusDM’11), Ballarat, Australia, December 2011. Where indicated, the paper is available for download in PDF or Postscript format.

The series is published by, and most papers are copyright of, the Australian Computer Society Inc. Reproduction for academic research and not-for-profit purposes is granted provided the copyright notice on the first page of each paper is included.

Edited by

Peter Vamplew, Andrew Stranieri, Kok–Leong Ong, Peter Christen and Paul J. Kennedy.

Published

November 2011.

ISBN-13

978-1-921770-02-9.

ISSN

1445-1336.

25 papers, xii+230 pages.

BiBTeX file for Volume.

Complete Volume.

 
Acceptance Rate Information.

The full papers in this volume were peer refereed, in full, by an international programme committee. The acceptance rate was 44% (22 from 50).


Volume Citation

Vamplew, P., Stranieri, A., Ong, K.–L., Christen, P. and Kennedy., P. J. Eds. (2011). Proceedings of the Ninth Australasian Data Mining Conference (AusDM 11). CRPIT. 121. Ballarat, Australia, ACS.


Papers Included in the Volume

Clifton, C.W. (2011). Privacy - Preserving Data Mining at 10: Whats Next?. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 3. abstractpdfBibTeXEndNoteGS

Abbass, H. (2011). Mining Big Data Streams: The Fallacy of Blind Correlation and the Importance of Models. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 5. abstractpdfBibTeXEndNoteGS

Mammadov, M. (2011). Drug–drug interactions: A Data Mining Approach. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 7. abstractpdfBibTeXEndNoteGS

Van, A., Gay, V. C., Kennedy, P. J., Barin, E. and Leijdekkers, P. (2011). Understanding risk factors in cardiac rehabilitation patients with random forests and decision trees. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 11-22. abstractpdfBibTeXEndNoteGS

Shouman, M., Turner, T. and Stocker, R. (2011). Using Decision Tree for Diagnosing Heart Disease Patients. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 23-30. abstractpdfBibTeXEndNoteGS

Liang, Guohua and Zhang, Chengqi (2011). Empirical Study of Bagging Predictors on Medical Data. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 31-40. abstractpdfBibTeXEndNoteGS

Rahman, Md. G. and Islam, Md. Z. (2011). A Decision Tree-based Missing Value Imputation Technique for Data Pre-processing. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 41-50. abstractpdfBibTeXEndNoteGS

Bagirov, A., Yatsko, A., Stranieri, A. and Jelinek, H. (2011). Feature Selection using Misclassification Counts. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 51-62. abstractpdfBibTeXEndNoteGS

Taheri, S., Mammadov, M. and Bagirov, A. M. (2011). Improving Naive Bayes Classifier Using Conditional Probabilities. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 63-68. abstractpdfBibTeXEndNoteGS

Goyal, P. and Mehala, N. (2011). Concept Based Query Recommendation. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 69-78. abstractpdfBibTeXEndNoteGS

Petersen, H. and Poon, J. (2011). Enhancing Short Text Clustering with Small External Repositories. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 79-90. abstractpdfBibTeXEndNoteGS

Robertson, C.S. (2011). Reassembling Multilingual Temporal News Datasets with Incomplete Information. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 91-102. abstractpdfBibTeXEndNoteGS

Tang, M., Sumudu, B., Mendis, U., Murray, D. W., Hu, Y and Sutinen, A. (2011). Unsupervised Fraud Detection in Medicare Australia. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 103-110. abstractpdfBibTeXEndNoteGS

Hu, Y., Murray, D. W., Shan, Y., Sutinen, A., Sumudu, B., Mendis, U. and Tang, M. (2011). Prescriber-Consumer Social Network Analysis for Risk Level Re-estimation based on an Asymmetrical Rating Exchange Model. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 111-118. abstractpdfBibTeXEndNoteGS

Li, F., Lei, J., Tian Y., Punyapatthanakul, S. and Wang Y. J. (2011). Model Selection Strategy for Customer Attrition Risk Prediction in Retail Banking. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 119-124. abstractpdfBibTeXEndNoteGS

Vatsalan, D., Christen, P. and Verykios, V. S. (2011). An Efficient Two-Party Protocol for Approximate Matching in Private Record Linkage. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 125-136. abstractpdfBibTeXEndNoteGS

Li , R., de Vries, D. and Roddick, J. (2011). Bands of Privacy Preserving Objectives: Classification of PPDM Strategies. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 137-152. abstractpdfBibTeXEndNoteGS

Fu, Z., Christen, P. and Boot, M. (2011). A Supervised Learning and Group Linking Method for Historical Census Household Linkage. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 153-162. abstractpdfBibTeXEndNoteGS

Burrows, S., Stein, B., Frochte, J., Wiesner, D. and Mueller, K. (2011). Simulation Data Mining for Supporting Bridge Design. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 163-170. abstractpdfBibTeXEndNoteGS

Alazab, M., Venkatraman, S., Watters, P. and Alazab, M. (2011). Zero-day Malware Detection based on Supervised Learning Algorithms of API call Signatures. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 171-182. abstractpdfBibTeXEndNoteGS

Khan, M.A., Islam, Md. Z. and Hafeez, M. (2011). Irrigation Water Demand Forecasting – A Data Pre-Processing and Data Mining Approach based on Spatio-Temporal Data. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 183-194. abstractpdfBibTeXEndNoteGS

Islam, Md. Z. and Giggins, H. (2011). Knowledge Discovery through SysFor - a Systematically Developed Forest of Multiple Decision Trees. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 195-204. abstractpdfBibTeXEndNoteGS

Yearwood, J., Bagirov, A. and Seifollahi, S. (2011). A novel hybrid neural learning algorithm using simulated annealing and quasisecant method. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 205-210. abstractpdfBibTeXEndNoteGS

Rahman , Md. A. and Islam, Md. Z. (2011). Seed-Detective: A Novel Clustering Technique Using High Quality Seed for K-Means on Categorical and Numerical Attributes. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 211-220. abstractpdfBibTeXEndNoteGS

Srichandan, B. and Sunderraman, R. (2011). OO-FSG: An Object-Oriented Approach to Mine Frequent Subgraphs. In Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia. CRPIT, 121. Vamplew, P., Stranieri, A., Ong, K.-L., Christen, P. and Kennedy, P. J. Eds., ACS. 221-228. abstractpdfBibTeXEndNoteGS

Papers listed: 25

 

 

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