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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. (一区期刊, 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. (一区期刊, 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. (一区期刊, 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. (一区期刊, 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. (二区期刊, 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. (二区期刊, 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. (二区期刊, 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. (二区期刊, 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. (二区期刊, 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. (二区期刊, 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. (二区期刊, 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推荐会议,A类) 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推荐会议,B类) 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推荐会议,B类) 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推荐会议,B类) 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推荐会议,B类) 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推荐会议,B类) 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推荐会议,B类) 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推荐会议,C类) |