肖燕珊

肖燕珊，博士研究生，廣東工業大學計算機學院教授。2011年畢業於澳洲的悉尼科技大學，獲得計算機科學博士學位，主要研究領域為數據挖掘、人工智慧等。在科研論文方面，已發表論文30餘篇。

基本介紹

• 中文名：肖燕珊
• 職業：教師
• 畢業院校：澳洲的悉尼科技大學
• 學位/學歷：博士

教育背景

2004年，獲得 武漢大學 信息管理專業學士學位

2004年，推薦免試研究生，保送北京大學，攻讀信息管理專業碩士研究生

2008年 赴澳大利亞，攻讀 悉尼科技大學 計算機科學專業博士研究生（獲得全額獎學金）

工作經歷

2011年12月被聘為廣東工業大學 副教授；2016年12月被破格聘為廣東工業大學教授，碩士生導師，列為廣東工業大學“培英育才”科研類培養對象、“千百十人才”校級培養對象。

學術兼職

TNNLS、TKDE、Cybernetics、PR、TKDD、Neurocomputing等國外學術期刊以及ICDM、CIKM、PAKDD等國外學術會議審稿人。

主要論文

1) Yanshan Xiao(肖燕珊), Bo Liu, Zhifeng Hao. A sphere-description-based approach for multiple-instance learning. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 39(2): 242-257, 2017. (一區期刊, SCI, IF: 8.329)

2) Yanshan Xiao(肖燕珊), Bo Liu, Zhifeng Hao. Multiple-instance ordinal regression. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), Accpeted. (一區期刊, SCI, IF: 6.108)

3) Yanshan Xiao(肖燕珊), Bo Liu, Zhifeng Hao. A maximum margin approach for semi-supervised ordinal regression clustering. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 27(5): 1003-1019, 2016. (一區期刊, SCI, IF: 6.108)

4) Yanshan Xiao(肖燕珊), Bo Liu, Zhifeng Hao, Longbing Cao. A similarity-based classification framework for multiple-instance learning. IEEE Transactions on Cybernetics (IEEETC), 44(4): 500-515, 2014. (一區期刊, SCI, IF: 7.384)

5) Bo Liu, Yanshan Xiao*(肖燕珊), Philip S. Yu, Longbing Cao, et al. Uncertain One-Class Learning and Concept Summarization Learning on Uncertain Data Streams. IEEE Transactions on Knowledge and Data Engineering (TKDE), 26(2): 468-484,2014. (二區期刊, SCI, IF: 3.438)

6) Bo Liu, Yanshan Xiao, Philip S. Yu, Zhifeng Hao, Longbing Cao. An Efficient Approach for Outlier Detection with Imperfect Data Labels. IEEE Transactions on Knowledge and Data Engineering (TKDE), 26(7): 1602-1616,2014. (二區期刊, SCI, IF: 3.438)

7) Yanshan Xiao(肖燕珊), Bo Liu, Jie Yin, Zhifeng Hao. A multiple-instance stream learning framework for adaptive document categorization. Knowledge-Based Systems, 120: 198-210, 2017. (二區期刊, SCI, IF: 4.529)

8) Yanshan Xiao(肖燕珊), Bo Liu, Philip S. Yu, Zhifeng Hao. A robust one-class transfer learning method with uncertain data. Knowledge and Information Systems (KAIS), 44(2): 407-438, 2015. (二區期刊, SCI, IF: 2.004)

9) Yanshan Xiao(肖燕珊), Bo Liu, Zhifeng Hao, Longbing Cao. A K-Farthest-Neighbor-Based Approach for Support Vector Data Description. Applied Intelligence, 41(1): 196-211, 2014. (SCI, IF: 1.904)

10) Bo Liu, Yanshan Xiao*(肖燕珊), Longbing Cao. SVM-based multi-state-mapping approach for multi-class classification. Knowledge-Based Systems. 129: 79-96, 2017. (二區期刊, SCI, IF: 4.529)

11) Bo Liu, Yanshan Xiao*(肖燕珊), Philip S. Yu, et al. An efficient orientation distance-based discriminative feature extraction method for multi-classification. Knowledge and Information Systems (KAIS), 39(2): 409-433, 2014. (二區期刊, SCI, IF: 2.004)

12) Bo Liu, Yanshan Xiao(肖燕珊), Longbing Cao, Zhifeng Hao, Feiqi Deng. SVDD-based outlier detection on uncertain data. Knowledge and Information Systems (KAIS), 34(3): 597-618, 2013. (二區期刊, SCI, IF: 2.004)

13) Yanshan Xiao(肖燕珊), Bo Liu, Jie Yin, Longbing Cao, et al. Similarity-Based Approach for Positive and Unlabeled Learning. The 22nd International Joint Conference on Artificial Intelligence (IJCAI), Barcelona, 2011, 1577-1582. (CCF推薦會議，A類)

14) Yanshan Xiao(肖燕珊), Bo Liu, Longbing Cao, et al. SMILE: A Similarity-Based Approach for Multiple Instance Learning. The 10th IEEE International Conference on Data Mining (ICDM), Sydney, 2010, 304-313. (CCF推薦會議，B類)

15) Yanshan Xiao(肖燕珊), Bo Liu, Longbing Cao. K-farthest-neighbors-based concept boundary determination for support vector data description. The 19th ACM Conference on Information and Knowledge Management (CIKM), Toronto, 2010, 1701-1704. (CCF推薦會議，B類)

16) Bo Liu, Yanshan Xiao*(肖燕珊), Philip S. Yu, et al. Robust Textual Data Streams Mining Based on Continuous Transfer Learning. The 13th SIAM Conference on Data Mining (SDM), Austin, 2013, 731-739. (CCF推薦會議，B類)

17) Bo Liu, Yanshan Xiao(肖燕珊), Longbing Cao, Philip S. Yu. Orientation Distance-Based Discriminative Feature Extraction for Multi-class Classification. The 19th ACM Conference on Information and Knowledge Management (CIKM) , Toronto, 2010, 909-918. (CCF推薦會議，B類)

18) Bo Liu, Jie Yin, Yanshan Xiao(肖燕珊), Longbing Cao, Philip S. Yu. Exploiting local data uncertainty to boost global outlier detection. IEEE International Conference on Data Mining (ICDM), Sydney, 2010, 304-313. (CCF推薦會議，B類)

19) Bo Liu, Yanshan Xiao(肖燕珊), Philip S. Yu, et al. MODS: Multiple one-class data streams learning from homogeneous data. The 13th SIAM Conference on Data Mining (SDM), Austin, 2013, 722-730. (CCF推薦會議，B類)

20) Bo Liu, Philip S. Yu, Yanshan Xiao(肖燕珊), Zhifeng Hao. One-class transfer learning with uncertain data. The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Sydney, 2013, 471-483. (CCF推薦會議，C類)

科研項目

主持國家自然科學基金面上項目1項

主持國家自然科學基金青年項目1項

主持廣東省自然科學基金項目1項

主持教育部留學基金委回國人員科研啟動基金1項

主持廣東工業大學優秀海外博士基金1項

主持廣東工業大學“培英育才”研類第一層次基金1項

參與多項國家、省市級科研項目

教學活動

本科生課程：算法設計與分析、數據結構等