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Huan Liu

Papers on DiSC'06


Bias Analysis in Text Classification for Highly Skewed Data

Toward integrating feature selection algorithms for classification and clustering

Publications


Note: Links lead to the DBLP on the Web.

Huan Liu

Ping Wu , Ji-Rong Wen , Huan Liu, Wei-Ying Ma : Query Selection Techniques for Efficient Crawling of Structured Web Sources. ICDE 2006 : 47

Tu Bao Ho , David Cheung , Huan Liu: Advances in Knowledge Discovery and Data Mining, 9th Pacific-Asia Conference, PAKDD 2005, Hanoi, Vietnam, May 18-20, 2005, Proceedings Springer 2005

Prabhdeep Singh , R. Bhimavarapu , Hasan Davulcu , Chitta Baral , Seungchan Kim , Huan Liu, Michael L. Bittner , I. V. Ramakrishnan : BioLog: A Browser Based Collaboration and Resource Navigation Assistant for BioMedical Researchers. DILS 2005 : 19-30

Surendra Singhi , Huan Liu: Error-Sensitive Grading for Model Combination. ECML 2005 : 724-732

Kari Torkkola , Srihari Venkatesan , Huan Liu: Sensor Sequence Modeling for Driving. FLAIRS Conference 2005 : 721-727

Lei Tang , Huan Liu: Bias Analysis in Text Classification for Highly Skewed Data. ICDM 2005 : 781-784

Rong Jin , Huan Liu: Learning with Labeled Sessions. IJCAI 2005 : 740-745

Rong Jin , Huan Liu: A Novel Approach to Model Generation for Heterogeneous Data Classification. IJCAI 2005 : 746-751

Nitin Agarwal , Ehtesham Haque , Huan Liu, Lance Parsons : Research Paper Recommender Systems: A Subspace Clustering Approach. WAIM 2005 : 475-491

Jian-Tao Sun , Hua-Jun Zeng , Huan Liu, Yuchang Lu , Zheng Chen : CubeSVD: a novel approach to personalized Web search. WWW 2005 : 382-390

Huan Liu, Edward R. Dougherty , Jennifer G. Dy , Kari Torkkola , Eugene Tuv , Hanchuan Peng , Chris Ding , Fuhui Long , Michael E. Berens , Lance Parsons , Zheng Zhao , Lei Yu , George Forman : Evolving Feature Selection. IEEE Intelligent Systems 20 (6): 64-76 (2005)

Huan Liu, Lei Yu : Toward Integrating Feature Selection Algorithms for Classification and Clustering. IEEE Trans. Knowl. Data Eng. 17 (4): 491-502 (2005)

Rong Jin , Huan Liu: SWITCH: A Novel Approach to Ensemble Learning for Heterogeneous Data. ECML 2004 : 560-562

Rong Jin , Huan Liu: Robust feature induction for support vector machines. ICML 2004

Lei Yu , Huan Liu: Redundancy based feature selection for microarray data. KDD 2004 : 737-742

Amit Mandvikar , Huan Liu, Hiroshi Motoda : Compact Dual Ensembles for Active Learning. PAKDD 2004 : 293-297

Amit Mandvikar , Huan Liu: Class-Specific Ensembles for Active Learning. SDM 2004

Huan Liu, Amit Mandvikar , Jigar Mody : An Empirical Study of Building Compact Ensembles. WAIM 2004 : 622-627

Huan Liu, Hiroshi Motoda , Lei Yu : A selective sampling approach to active feature selection. Artif. Intell. 159 (1-2): 49-74 (2004)

Lei Yu , Huan Liu: Efficient Feature Selection via Analysis of Relevance and Redundancy. Journal of Machine Learning Research 5 : 1205-1224 (2004)

Patricia G. Foschi , Huan Liu: Active learning for detecting a spectrally variable subject in color infrared imagery. Pattern Recognition Letters 25 (13): 1509-1517 (2004)

Lance Parsons , Ehtesham Haque , Huan Liu: Subspace clustering for high dimensional data: a review. SIGKDD Explorations 6 (1): 90-105 (2004)

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

Stephen S. Yau , Huan Liu, Dazhi Huang , Yisheng Yao : Situation-Aware Personalized Information Retrieval for Mobile Internet. COMPSAC 2003 : 638-

Lei Yu , Huan Liu: Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution. ICML 2003 : 856-863

Huan Liu, Amit Mandvikar , Patricia G. Foschi , Kari Torkkola : Active Learning with Ensembles for Image Classification. IJCAI 2003 : 1435-1436

Lei Yu , Huan Liu: Efficiently handling feature redundancy in high-dimensional data. KDD 2003 : 685-690

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

Manoranjan Dash , Huan Liu: Consistency-based search in feature selection. Artif. Intell. 151 (1-2): 155-176 (2003)

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

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

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

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

Huan Liu, Hiroshi Motoda : On Issues of Instance Selection. Data Min. Knowl. Discov. 6 (2): 115-130 (2002)

Huan Liu, Farhad Hussain , Chew Lim Tan , Manoranjan Dash : Discretization: An Enabling Technique. Data Min. Knowl. Discov. 6 (4): 393-423 (2002)

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

Dimuthu Prasanna Makawita , Kian-Lee Tan , Huan Liu: Sampling from databases using B^+-Trees. Intell. Data Anal. 6 (4): 359-377 (2002)

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)

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

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

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

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

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

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

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

Huan Liu, Hongjun Lu , Jun Yao : Toward Multidatabase Mining: Identifying Relevant Databases. IEEE Trans. Knowl. Data Eng. 13 (4): 541-553 (2001)

Zonglin Zhou , Huan Liu, Stan Z. Li , Chin-Seng Chua : Rule mining with prior knowledge - a belief networks approach. Intell. Data Anal. 5 (2): 95-110 (2001)

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

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

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

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

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

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

KianSing Ng , Huan Liu: Customer Retention via Data Mining. Artif. Intell. Rev. 14 (6): 569-590 (2000)

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

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

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

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

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

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

Rudy Setiono , Huan Liu: A connectionist approach to generating oblique decision trees. IEEE Transactions on Systems, Man, and Cybernetics, Part B 29 (3): 440-444 (1999)

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

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

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

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

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

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

Huan Liu, Rudy Setiono : Incremental Feature Selection. Appl. Intell. 9 (3): 217-230 (1998)

Rudy Setiono , Huan Liu: Analysis of Hidden Representations by Greedy Clustering. Connect. Sci. 10 (1): 21-42 (1998)

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

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

Huan Liu, Rudy Setiono : Feature Selection via Discretization. IEEE Trans. Knowl. Data Eng. 9 (4): 642-645 (1997)

Manoranjan Dash , Huan Liu: Feature Selection for Classification. Intell. Data Anal. 1 (1-4): 131-156 (1997)

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

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

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

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

Hongjun Lu , Rudy Setiono , Huan Liu: Effective Data Mining Using Neural Networks. IEEE Trans. Knowl. Data Eng. 8 (6): 957-961 (1996)

Huan Liu, Rudy Setiono : Dimensionality reduction via discretization. Knowl.-Based Syst. 9 (1): 67-72 (1996)

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

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

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

Huan Liu, Chris D. Rowles , Wilson X. Wen : Critics for Knowledge-Based Design Systems. IEEE Trans. Knowl. Data Eng. 7 (5): 740-750 (1995)

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