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Huan Liu

Papers on DiSC'03


Feature Selection for Clustering - A Filter Solution

Feature Extraction for Image Mining

Publications


Note: Links lead to the DBLP on the Web.

Huan Liu

50 Hung V. Nguyen , P. Velamuru , Deepak Kolippakkam , Hasan Davulcu , Huan Liu, M. Ates : Mining "Hidden Phrase" Definitions from the Web. APWeb 2003 : 156-165

49 Huan Liu, Lei Yu , Manoranjan Dash , Hiroshi Motoda : Active Feature Selection Using Classes. PAKDD 2003 : 474-485

48 Manoranjan Dash , Huan Liu, Peter Scheuermann , Kian-Lee Tan : Fast hierarchical clustering and its validation. DKE 44 (1): 109-138 (2003)

47 Manoranjan Dash , Kiseok Choi , Peter Scheuermann , Huan Liu: Feature Selection for Clustering - A Filter Solution. ICDM 2002 : 115-122

46 Huan Liu, Hiroshi Motoda , Lei Yu : Feature Selection with Selective Sampling. ICML 2002 : 395-402

45 Patricia G. Foshci , Deepak Kolippakkam , Huan Liu, Amit Mandvikar : Feature Extraction for Image Mining. Multimedia Information Systems 2002 : 103-109

44 Huan Liu, Hiroshi Motoda : On Issues of Instance Selection. Data Mining and Knowledge Discovery 6 (2): 115-130 (2002)

43 Huan Liu, Farhad Hussain , Chew Lim Tan , Manoranjan Dash : Discretization: An Enabling Technique. Data Mining and Knowledge Discovery 6 (4): 393-423 (2002)

42 Huan Liu: Routing Table Compaction in Ternary CAM. IEEE Micro 22 (1): 58-64 (2002)

41 Zheng Chen , Fan Lin , Huan Liu, Wei-Ying Ma , Liu Wenyin : User Intention Modelling in Web Applications Using Data Mining. World Wide Web 5 (2): 181-192 (2002)

40 Manoranjan Dash , Huan Liu, X. Xu : '1 + 1 > 2': Merging Distance and Density Based Clustering. DASFAA 2001 : 32-39

39 Baohua Gu , Bing Liu , Feifang Hu , Huan Liu: Efficiently Determine the Starting Sample Size for Progressive Sampling. DMKD 2001

38 Baohua Gu , Bing Liu , Feifang Hu , Huan Liu: Efficiently Determining the Starting Sample Size for Progressive Sampling. ECML 2001 : 192-202

37 Manoranjan Dash , Kian-Lee Tan , Huan Liu: Efficient Yet Accurate Clustering. ICDM 2001 : 99-106

36 Manoranjan Dash , Huan Liu: Efficient Hierarchical Clustering Algorithms Using Partially Overlapping Partitions. PAKDD 2001 : 495-506

35 Catherine W. Wen , Huan Liu, Wilson X. Wen , Jeffery Zheng : A Distributed Hierarchical Clustering System for Web Mining. WAIM 2001 : 103-113

34 Baohua Gu , Feifang Hu , Huan Liu: Modelling Classification Performance for Large Data Sets. WAIM 2001 : 317-328

33 K. Selçuk Candan , Huan Liu, Reshma Suvarna : Resource Description Framework: Metadata and Its Applications. SIGKDD Explorations 3 (1): 6-19 (2001)

32 Huan Liu, Hongjun Lu , Jun Yao : Toward Multidatabase Mining: Identifying Relevant Databases. TKDE 13 (4): 541-553 (2001)

31 Takao Terano , Huan Liu, Arbee L. P. Chen : Knowledge Discovery and Data Mining, Current Issues and New Applications, 4th Pacific-Asia Conference, PADKK 2000, Kyoto, Japan, April 18-20, 2000, Proceedings. Springer 2000

30 Dimuthu Prasanna Makawita , Kian-Lee Tan , Huan Liu: Sampling from Databases Using B+-Trees. CIKM 2000 : 158-164

29 Manoranjan Dash , Huan Liu: Feature Selection for Clustering. PAKDD 2000 : 110-121

28 Farhad Hussain , Huan Liu, Einoshin Suzuki , Hongjun Lu : Exception Rule Mining with a Relative Interestingness Measure. PAKDD 2000 : 86-97

27 Manoranjan Dash , Huan Liu, Hiroshi Motoda : Consistency Based Feature Selection. PAKDD 2000 : 98-109

26 KianSing Ng , Huan Liu: Customer Retention via Data Mining. Artificial Intelligence Review 14 (6): 569-590 (2000)

25 Manoranjan Dash , Huan Liu: Handling Large Unsupervised Data via Dimensionality Reduction. 1999 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery 1999

24 Huan Liu, Hongjun Lu : Mining Weak Rules. COMPSAC 1999 : 309-

23 Manoranjan Dash , Huan Liu, Hiroshi Motoda : Feature Selection Using Consistency Measure. Discovery Science 1999 : 319-320

22 Nadeem Ahmed Syed , Huan Liu, Kah Kay Sung : A Study of Support Vectors on Model Independent Example Selection. KDD 1999 : 272-276

21 Nadeem Ahmed Syed , Huan Liu, Kah Kay Sung : Handling Concept Drifts in Incremental Learning with Support Vector Machines. KDD 1999 : 317-321

20 Huan Liu, Hongjun Lu , Ling Feng , Farhad Hussain : Efficient Search of Reliable Exceptions. PAKDD 1999 : 194-203

19 Huan Liu, Rudy Setiono : Feature Transformation and Multivariate Decision Tree Induction. Discovery Science 1998 : 279-290

18 Huan Liu, Hiroshi Motoda , Manoranjan Dash : A Monotonic Measure for Optimal Feature Selection. ECML 1998 : 101-106

17 Huan Liu, Hongjun Lu , Jun Yao : Identifying Relevant Databases for Multidatabase Mining. PAKDD 1998 : 210-221

16 Ying Lu , Huan Liu, Chew Lim Tan : CFMD: A Conflict-Free Multivariate Discretization Algorithm. PAKDD 1998 : 397-398

15 Manoranjan Dash , Huan Liu: Hybrid Search of Feature Subsets. PRICAI 1998 : 238-249

14 KianSing Ng , Huan Liu, HweeBong Kwah : A Data Mining Application: Customes Retention at the Port of Singapore Authority (PSA). SIGMOD Conference 1998 : 522-525

13 Huan Liu, Rudy Setiono : Incremental Feature Selection. Applied Intelligence 9 (3): 217-230 (1998)

12 Huan Liu, Hiroshi Motoda : Guest Editors' Introduction: Feature Transformation and Subset Selection. IEEE Intelligent Systems 13 (2): 26-28 (1998)

11 Rudy Setiono , Huan Liu: NeuroLinear: A System for Extracting Oblique Decision Rules from Neural Networks. ECML 1997 : 221-233

10 Rudy Setiono , Huan Liu: NeuroLinear: From neural networks to oblique decision rules. Neurocomputing 17 (1): 1-24 (1997)

9 Huan Liu, Rudy Setiono : Feature Selection via Discretization. TKDE 9 (4): 642-645 (1997)

8 Huan Liu, Rudy Setiono : A Probabilistic Approach to Feature Selection - A Filter Solution. ICML 1996 : 319-327

7 Rudy Setiono , Huan Liu: Improving Backpropagation Learning with Feature Selection. Applied Intelligence 6 (2): 129-139 (1996)

6 Rudy Setiono , Huan Liu: Symbolic Representation of Neural Networks. IEEE Computer 29 (3): 71-77 (1996)

5 Hongjun Lu , Rudy Setiono , Huan Liu: Effective Data Mining Using Neural Networks. TKDE 8 (6): 957-961 (1996)

4 Rudy Setiono , Huan Liu: Understanding Neural Networks via Rule Extraction. IJCAI 1995 : 480-487

3 Hongjun Lu , Rudy Setiono , Huan Liu: Towards Effective Classfication Rule Extraction (Abstract). KDOOD/TDOOD 1995 : 47-49

2 Hongjun Lu , Rudy Setiono , Huan Liu: NeuroRule: A Connectionist Approach to Data Mining. VLDB 1995 : 478-489

1 Huan Liu, Chris D. Rowles , Wilson X. Wen : Critics for Knowledge-Based Design Systems. TKDE 7 (5): 740-750 (1995)




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