Ian Davidson

	2009
34		Ian Davidson: Knowledge Driven Dimension Reduction for Clustering. IJCAI 2009: 1034-1039
33		Zijie Qi, Ian Davidson: A principled and flexible framework for finding alternative clusterings. KDD 2009: 717-726
32		Ian Davidson, S. S. Ravi: Using instance-level constraints in agglomerative hierarchical clustering: theoretical and empirical results. Data Min. Knowl. Discov. 18(2): 257-282 (2009)
31		Ian Davidson, Giri Kumar Tayi: Data preparation using data quality matrices for classification mining. European Journal of Operational Research 197(2): 764-772 (2009)
	2008
30		Ian Davidson, Zijie Qi: Finding Alternative Clusterings Using Constraints. ICDM 2008: 773-778
	2007
29		Ian Davidson, S. S. Ravi: Intractability and clustering with constraints. ICML 2007: 201-208
28		Ian Davidson, S. S. Ravi, Martin Ester: Efficient incremental constrained clustering. KDD 2007: 240-249
27		Rong Ge, Martin Ester, Wen Jin, Ian Davidson: Constraint-driven clustering. KDD 2007: 320-329
26		Wei Fan, Ian Davidson: On Sample Selection Bias and Its Efficient Correction via Model Averaging and Unlabeled Examples. SDM 2007
25		Ian Davidson, S. S. Ravi: The complexity of non-hierarchical clustering with instance and cluster level constraints. Data Min. Knowl. Discov. 14(1): 25-61 (2007)
24		Xingquan Zhu, Taghi M. Khoshgoftaar, Ian Davidson, Shichao Zhang: Editorial: Special issue on mining low-quality data. Knowl. Inf. Syst. 11(2): 131-136 (2007)
	2006
23		Ian Davidson, S. S. Ravi: Identifying and Generating Easy Sets of Constraints for Clustering. AAAI 2006
22		Kiri Wagstaff, Sugato Basu, Ian Davidson: When Is Constrained Clustering Beneficial, and Why?. AAAI 2006
21		Kun Zhang, Wei Fan, Xiaojing Yuan, Ian Davidson, Xiangshang Li: Forecasting Skewed Biased Stochastic Ozone Days: Analyses and Solutions. ICDM 2006: 753-764
20		Wei Fan, Ian Davidson: Reverse testing: an efficient framework to select amongst classifiers under sample selection bias. KDD 2006: 147-156
19		Ian Davidson, Kiri Wagstaff, Sugato Basu: Measuring Constraint-Set Utility for Partitional Clustering Algorithms. PKDD 2006: 115-126
18		Ian Davidson, Wei Fan: When Efficient Model Averaging Out-Performs Boosting and Bagging. PKDD 2006: 478-486
	2005
17		Minoo Aminian, Ian Davidson: Active Learning with Partially Labeled Data via Bias Reduction. FLAIRS Conference 2005: 810-811
16		Wei Fan, Ian Davidson, Bianca Zadrozny, Philip S. Yu: An Improved Categorization of Classifier's Sensitivity on Sample Selection Bias. ICDM 2005: 605-608
15		Ashwin Satyanarayana, Ian Davidson: A Dynamic Adaptive Sampling Algorithm (DASA) for Real World Applications: Finger Print Recognition and Face Recognition. ISMIS 2005: 631-640
14		Ian Davidson, S. S. Ravi: Agglomerative Hierarchical Clustering with Constraints: Theoretical and Empirical Results. PKDD 2005: 59-70
13		Ian Davidson, S. S. Ravi: Clustering with Constraints: Feasibility Issues and the k-Means Algorithm. SDM 2005
	2004
12		Ian Davidson: An Ensemble Technique for Stable Learners with Performance Bounds. AAAI 2004: 330-335
11		Ke Yin, Ian Davidson: Bayesian Model Averaging Across Model Spaces via Compact Encoding. AMAI 2004
10		Ian Davidson, Minoo Aminian: Using the Central Limit Theorem for Belief Network Learning. AMAI 2004
9		Ke Yin, Ian Davidson: An Information Theoretic Optimal Classifier for Semi-supervised Learning. IDEAL 2004: 740-745
8		Ian Davidson, Goutam Paul: Locating secret messages in images. KDD 2004: 545-550
7		Ian Davidson, Ashish Grover, Ashwin Satyanarayana, Giri Kumar Tayi: A general approach to incorporate data quality matrices into data mining algorithms. KDD 2004: 794-798
6		Ke Yin, Ian Davidson: Further Applications of a Particle Visualization Framework. PAKDD 2004: 704-710
	2003
5		George Berg, Ian Davidson, Ming-Yuan Duan, Goutam Paul: Searching for Hidden Messages: Automatic Detection of Steganography. IAAI 2003: 51-56
	2002
4		Ian Davidson: Visualizing Clustering Results. SDM 2002
	2000
3		Ian Davidson: Minimum Message Length Clustering Using Gibbs Sampling. UAI 2000: 160-167
	1996
2		Arkadi Kosmynin, Ian Davidson: Using Background Contextual Knowledge for Document Representation. PODP 1996: 123-133
	1985
1		Ian Davidson: Testing conformance to OSI standards. Computer Communications 8(4): 170-179 (1985)

Coauthor Index

1	Minoo Aminian	[10] [17]
2	Sugato Basu	[19] [22]
3	George Berg	[5]
4	Ming-Yuan Duan	[5]
5	Martin Ester	[27] [28]
6	Wei Fan	[16] [18] [20] [21] [26]
7	Rong Ge	[27]
8	Ashish Grover	[7]
9	Wen Jin	[27]
10	Taghi M. Khoshgoftaar	[24]
11	Arkadi Kosmynin	[2]
12	Xiangshang Li	[21]
13	Goutam Paul	[5] [8]
14	Zijie Qi	[30] [33]
15	S. S. Ravi	[13] [14] [23] [25] [28] [29] [32]
16	Ashwin Satyanarayana	[7] [15]
17	Giri Kumar Tayi	[7] [31]
18	Kiri Wagstaff	[19] [22]
19	Ke Yin	[6] [9] [11]
20	Philip S. Yu	[16]
21	Xiaojing Yuan	[21]
22	Bianca Zadrozny	[16]
23	Kun Zhang	[21]
24	Shichao Zhang	[24]
25	Xingquan Zhu	[24]

Colors in the list of coauthors