张成奇

张成奇教授是澳大利亚悉尼科技大学量子计算与智能系统研究中心主任,是澳大利亚人工智能理事会主席,澳大利亚计算机学会资深会员,IEEE高级会员,担任IEEE TKDE等国际期刊的副主编或特邀编辑。他在人工智能、数据挖掘及应用等领域取得了大量被国际公认的一流研究成果,先后承担的澳大利亚国家和国际科研项目多项,科研经费超过200万澳元,出版专著6部,主编或参与编写著作有16部,在AI、IEEE Trans、ACM Trans等各类重要国际期刊和会议上发表论文200余篇。迄今为止,他已经指导毕业了20多名博士。

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工作经历

2008年-今:悉尼科技大学量子计算与智能系统研究中心主任

2001年-今:悉尼科技大学量子计算与智能系统研究中心教授

1991年-2001年:悉尼科技大学讲师、副教授

研究方向

人工智能与数据挖掘

科研项目

1. Mining Complex Concurrency Relationship Patterns for Dynamic Customer/Asset Interaction Modeling through Novel Industrial Behavior Networks, 澳大利亚研究委员会, 380万, 2012-2014.

2. Detecting Significant Changes in Organisation-Customer Interactions Leading to Non-Compliance, 澳大利亚研究委员会, 300万, 2010-2012.

3. Mining Multiple Information Sources through Collaborative and Comparative Analysis, 澳大利亚研究委员会, 370万, 2010-2012.

4. Pattern Analysis and Risk Control of E-Commerce Transactions to Secure Online Payments, 澳大利亚研究委员会, 330万, 2009-2011.

5. Discovering Activity Patterns Driven by High Impacts in Heterogeneous and Imbalanced Data, 澳大利亚研究委员会, 328万, 2009-2011.

科研成果

1. Liang, G. & Zhang, C. 2012, A Comparative Study of Sampling Methods and Algorithms for Imbalanced Time Series Classification, Lecture Notes in Computer Science, vol. 7691, pp. 637-648.

2. Liu, T.T., Lipnicki, D., Zhu, W., Tao, D., Zhang, C., Cui, Y., Jin, J., Sachdev, P. & Wen, W. 2012, Cortical Gyrification And Sulcal Spans In Early Stage Alzheimer’S Disease, PLoS One, vol. 7, no. 2.

3. Song, M., Tao, D., Chen, C., Bu, j., Luo, J. & Zhang, C. 2012, Probabilistic Exposure Fusion, IEEE Transactions On Image Processing, vol. 21, no. 1, pp. 341-357.

4. Wang, T., Qin, Z., Zhang, S. & Zhang, C. 2012, Cost-sensitive Classification with Deficient Labeled Data, Information Systems, vol. 37, no. 5, pp. 508-516.

5. Zhang, S., Chen, F., Wu, X., Zhang, C. & Wang, R. 2012, Mining bridging rules between conceptual clusters, Applied Intelligence, vol. 36, no. 1, pp. 108-118.

6. Cao, L., Zhang, H., Zhao, Y., Luo, D. & Zhang, C. 2011, Combined Mining: Discovering Informative Knowledge in Complex Data, IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, vol. 41, no. 3, pp. 699-712.

7. Yang, T., Kecman, V., Cao, L., Zhang, C. & Huang, J. 2011, Margin-Based Ensemble Classifier For Protein Fold Recognition, Expert Systems with Applications, vol. 38, no. 10, pp. 12348-12355.

8. Zhao, Y., Cao, J., Zhang, C. & Zhang, S. 2011, Enhancing grid-density based clustering for high dimensional data, Journal of Systems and Software, vol. 84, no. 9, pp. 1524-1539.

9. Zhu, X., Ding, W., Yu, P.s. & Zhang, C. 2011, One-class learning and concept summarization for data streams, Knowledge And Information Systems, vol. 28, no. 3, pp. 523-553.

10. Zhu, X., Li, B., Wu, X., He, D. & Zhang, C. 2011, CLAP: Collaborative pattern mining for distributed information systems, Decision Support Systems, vol. 52, no. 1, pp. 40-51.

11. Cao, L., Zhao, Y., Zhang, H., Luo, D., Zhang, C. & Park, E. 2010, Flexible Frameworks For Actionable Knowledge Discovery, IEEE Transactions On Knowledge And Data Engineering, vol. 22, no. 9, pp. 1299-1312.

12. Qin, Y., Zhang, S. & Zhang, C. 2010, Combining knn Imputation And Bootstrap Calibrated Empirical Likelihood For Incomplete Data Analysis, International Journal of Data Warehousing and Mining, vol. 6, no. 4, pp. 61-73.

社会兼职

1. 2006年-今:澳大利亚计算机学会会士.

2. 1995年-今:IEEE高级会员.

3. 1995年-今:AAAI员会.

4. 2005年-2008年:国际顶级期刊IEEE Transactions on Knowledge and Data Engineering副主编.

5. 2003年-今:国际期刊Web Intelligence and Agent Systems: An International Journal编委.

6. 2004年-今:国际期刊International Journal of Data Warehousing and Mining副主编.

7. 2004年-今:国际期刊International Journal of Innovational Computing & Information Control副主编.

8. 2003年-今:国际期刊International Journal of Computational Intelligence 编委.

9. 1998年-2005年:国际期刊Knowledge and Information Systems: An International Journal副主编.