| 2008 |
|---|
| 105 | | Sai T. Moturu,
Huan Liu,
William G. Johnson:
Healthcare Risk Modeling for Medicaid Patients - The Impact of Sampling on the Prediction of High-Cost Patients.
HEALTHINF (1) 2008: 126-133 |
| 104 | EE | Wai Kit Wong,
David W. Cheung,
Edward Hung,
Huan Liu:
Protecting Privacy in Incremental Maintenance for Distributed Association Rule Mining.
PAKDD 2008: 381-392 |
| 103 | EE | Nitin Agarwal,
Huan Liu,
Lei Tang,
Philip S. Yu:
Identifying the influential bloggers in a community.
WSDM 2008: 207-218 |
| 102 | EE | Lei Tang,
Huan Liu,
Jianping Zhang,
Nitin Agarwal,
John J. Salerno:
Topic taxonomy adaptation for group profiling.
TKDD 1(4): (2008) |
| 2007 |
|---|
| 101 | EE | Sai T. Moturu,
William G. Johnson,
Huan Liu:
Predicting Future High-Cost Patients: A Real-World Risk Modeling Application.
BIBM 2007: 202-208 |
| 100 | EE | Jieping Ye,
Zheng Zhao,
Huan Liu:
Adaptive Distance Metric Learning for Clustering.
CVPR 2007 |
| 99 | EE | Zheng Zhao,
Huan Liu:
Spectral feature selection for supervised and unsupervised learning.
ICML 2007: 1151-1157 |
| 98 | EE | Zheng Zhao,
Huan Liu:
Searching for Interacting Features.
IJCAI 2007: 1156-1161 |
| 97 | EE | Jianhui Chen,
Zheng Zhao,
Jieping Ye,
Huan Liu:
Nonlinear adaptive distance metric learning for clustering.
KDD 2007: 123-132 |
| 96 | EE | Gabriel Pui Cheong Fung,
Jeffrey Xu Yu,
Huan Liu,
Philip S. Yu:
Time-dependent event hierarchy construction.
KDD 2007: 300-309 |
| 95 | EE | Zheng Zhao,
Huan Liu:
Semi-supervised Feature Selection via Spectral Analysis.
SDM 2007 |
| 94 | EE | Huan Liu,
Fouad A. Tobagi:
Traffic grooming in WDM SONET rings with multiple line speeds.
IEEE Journal on Selected Areas in Communications 25(S-3): 68-81 (2007) |
| 2006 |
|---|
| 93 | EE | Huan Liu,
Fouad A. Tobagi:
Physical Topology Design for All-Optical Networks.
BROADNETS 2006 |
| 92 | EE | Ping Wu,
Ji-Rong Wen,
Huan Liu,
Wei-Ying Ma:
Query Selection Techniques for Efficient Crawling of Structured Web Sources.
ICDE 2006: 47 |
| 91 | EE | Gabriel Pui Cheong Fung,
Jeffrey Xu Yu,
Haixun Wang,
David W. Cheung,
Huan Liu:
A Balanced Ensemble Approach to Weighting Classifiers for Text Classification.
ICDM 2006: 869-873 |
| 90 | EE | Surendra K. Singhi,
Huan Liu:
Feature subset selection bias for classification learning.
ICML 2006: 849-856 |
| 89 | EE | Huan Liu,
Benjamin K. Chen,
Fouad A. Tobagi:
Power-Law Tradeoffs Between Optical and Electronic Switching.
INFOCOM 2006 |
| 88 | EE | Lei Tang,
Jianping Zhang,
Huan Liu:
Acclimatizing taxonomic semantics for hierarchical content classification from semantics to data-driven taxonomy.
KDD 2006: 384-393 |
| 87 | EE | Jianping Zhang,
Huan Liu,
Paul P. Wang:
Some current issues of streaming data mining.
Inf. Sci. 176(14): 1949-1951 (2006) |
| 86 | EE | K. Selçuk Candan,
Jong Wook Kim,
Huan Liu,
Reshma Suvarna:
Discovering mappings in hierarchical data from multiple sources using the inherent structure.
Knowl. Inf. Syst. 10(2): 185-210 (2006) |
| 85 | EE | Nitin Agarwal,
Huan Liu,
Jianping Zhang:
Blocking objectionable web content by leveraging multiple information sources.
SIGKDD Explorations 8(1): 17-26 (2006) |
| 2005 |
|---|
| 84 | | Tu Bao Ho,
David Wai-Lok 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 |
| 83 | EE | 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 |
| 82 | EE | Surendra K. Singhi,
Huan Liu:
Error-Sensitive Grading for Model Combination.
ECML 2005: 724-732 |
| 81 | | Kari Torkkola,
Srihari Venkatesan,
Huan Liu:
Sensor Sequence Modeling for Driving.
FLAIRS Conference 2005: 721-727 |
| 80 | EE | Lei Tang,
Huan Liu:
Bias Analysis in Text Classification for Highly Skewed Data.
ICDM 2005: 781-784 |
| 79 | EE | Rong Jin,
Huan Liu:
Learning with Labeled Sessions.
IJCAI 2005: 740-745 |
| 78 | EE | Rong Jin,
Huan Liu:
A Novel Approach to Model Generation for Heterogeneous Data Classification.
IJCAI 2005: 746-751 |
| 77 | EE | Huan Liu,
Fouad A. Tobagi:
Traffic grooming in WDM SONET UPSR rings with multiple line speeds.
INFOCOM 2005: 718-729 |
| 76 | EE | Nitin Agarwal,
Ehtesham Haque,
Huan Liu,
Lance Parsons:
Research Paper Recommender Systems: A Subspace Clustering Approach.
WAIM 2005: 475-491 |
| 75 | EE | Jian-Tao Sun,
Hua-Jun Zeng,
Huan Liu,
Yuchang Lu,
Zheng Chen:
CubeSVD: a novel approach to personalized Web search.
WWW 2005: 382-390 |
| 74 | EE | Huan Liu,
Edward R. Dougherty,
Jennifer G. Dy,
Kari Torkkola,
Eugene Tuv,
Hanchuan Peng,
Chris H. Q. 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) |
| 73 | EE | Huan Liu,
Lei Yu:
Toward Integrating Feature Selection Algorithms for Classification and Clustering.
IEEE Trans. Knowl. Data Eng. 17(4): 491-502 (2005) |
| 2004 |
|---|
| 72 | EE | Rong Jin,
Huan Liu:
SWITCH: A Novel Approach to Ensemble Learning for Heterogeneous Data.
ECML 2004: 560-562 |
| 71 | EE | Rong Jin,
Huan Liu:
Robust feature induction for support vector machines.
ICML 2004 |
| 70 | EE | Lei Yu,
Huan Liu:
Redundancy based feature selection for microarray data.
KDD 2004: 737-742 |
| 69 | EE | Amit Mandvikar,
Huan Liu,
Hiroshi Motoda:
Compact Dual Ensembles for Active Learning.
PAKDD 2004: 293-297 |
| 68 | EE | Amit Mandvikar,
Huan Liu:
Class-Specific Ensembles for Active Learning.
SDM 2004 |
| 67 | EE | Huan Liu,
Amit Mandvikar,
Jigar Mody:
An Empirical Study of Building Compact Ensembles.
WAIM 2004: 622-627 |
| 66 | EE | Huan Liu,
Hiroshi Motoda,
Lei Yu:
A selective sampling approach to active feature selection.
Artif. Intell. 159(1-2): 49-74 (2004) |
| 65 | EE | Lei Yu,
Huan Liu:
Efficient Feature Selection via Analysis of Relevance and Redundancy.
Journal of Machine Learning Research 5: 1205-1224 (2004) |
| 64 | EE | 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) |
| 63 | EE | Lance Parsons,
Ehtesham Haque,
Huan Liu:
Subspace clustering for high dimensional data: a review.
SIGKDD Explorations 6(1): 90-105 (2004) |
| 2003 |
|---|
| 62 | EE | Hung V. Nguyen,
P. Velamuru,
Deepak Kolippakkam,
Hasan Davulcu,
Huan Liu,
M. Ates:
Mining "Hidden Phrase" Definitions from the Web.
APWeb 2003: 156-165 |
| 61 | EE | Stephen S. Yau,
Huan Liu,
Dazhi Huang,
Yisheng Yao:
Situation-Aware Personalized Information Retrieval for Mobile Internet.
COMPSAC 2003: 638- |
| 60 | | Lei Yu,
Huan Liu:
Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution.
ICML 2003: 856-863 |
| 59 | | Huan Liu,
Amit Mandvikar,
Patricia G. Foschi,
Kari Torkkola:
Active Learning with Ensembles for Image Classification.
IJCAI 2003: 1435-1436 |
| 58 | EE | Lei Yu,
Huan Liu:
Efficiently handling feature redundancy in high-dimensional data.
KDD 2003: 685-690 |
| 57 | EE | Huan Liu,
Lei Yu,
Manoranjan Dash,
Hiroshi Motoda:
Active Feature Selection Using Classes.
PAKDD 2003: 474-485 |
| 56 | EE | Manoranjan Dash,
Huan Liu:
Consistency-based search in feature selection.
Artif. Intell. 151(1-2): 155-176 (2003) |
| 55 | | Manoranjan Dash,
Huan Liu,
Peter Scheuermann,
Kian-Lee Tan:
Fast hierarchical clustering and its validation.
Data Knowl. Eng. 44(1): 109-138 (2003) |
| 2002 |
|---|
| 54 | EE | Manoranjan Dash,
Kiseok Choi,
Peter Scheuermann,
Huan Liu:
Feature Selection for Clustering - A Filter Solution.
ICDM 2002: 115-122 |
| 53 | | Huan Liu,
Hiroshi Motoda,
Lei Yu:
Feature Selection with Selective Sampling.
ICML 2002: 395-402 |
| 52 | | Patricia G. Foschi,
Deepak Kolippakkam,
Huan Liu,
Amit Mandvikar:
Feature Extraction for Image Mining.
Multimedia Information Systems 2002: 103-109 |
| 51 | | Huan Liu,
Hiroshi Motoda:
On Issues of Instance Selection.
Data Min. Knowl. Discov. 6(2): 115-130 (2002) |
| 50 | | Huan Liu,
Farhad Hussain,
Chew Lim Tan,
Manoranjan Dash:
Discretization: An Enabling Technique.
Data Min. Knowl. Discov. 6(4): 393-423 (2002) |
| 49 | EE | Huan Liu:
Routing Table Compaction in Ternary CAM.
IEEE Micro 22(1): 58-64 (2002) |
| 48 | EE | Dimuthu Prasanna Makawita,
Kian-Lee Tan,
Huan Liu:
Sampling from databases using B^+-Trees.
Intell. Data Anal. 6(4): 359-377 (2002) |
| 47 | | 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) |
| 2001 |
|---|
| 46 | | Manoranjan Dash,
Huan Liu,
X. Xu:
'1 + 1 > 2': Merging Distance and Density Based Clustering.
DASFAA 2001: 32-39 |
| 45 | EE | Baohua Gu,
Bing Liu,
Feifang Hu,
Huan Liu:
Efficiently Determine the Starting Sample Size for Progressive Sampling.
DMKD 2001 |
| 44 | EE | Baohua Gu,
Bing Liu,
Feifang Hu,
Huan Liu:
Efficiently Determining the Starting Sample Size for Progressive Sampling.
ECML 2001: 192-202 |
| 43 | | Manoranjan Dash,
Kian-Lee Tan,
Huan Liu:
Efficient Yet Accurate Clustering.
ICDM 2001: 99-106 |
| 42 | EE | Manoranjan Dash,
Huan Liu:
Efficient Hierarchical Clustering Algorithms Using Partially Overlapping Partitions.
PAKDD 2001: 495-506 |
| 41 | EE | Catherine W. Wen,
Huan Liu,
Wilson X. Wen,
Jeffery Zheng:
A Distributed Hierarchical Clustering System for Web Mining.
WAIM 2001: 103-113 |
| 40 | EE | Baohua Gu,
Feifang Hu,
Huan Liu:
Modelling Classification Performance for Large Data Sets.
WAIM 2001: 317-328 |
| 39 | EE | Huan Liu,
Hongjun Lu,
Jun Yao:
Toward Multidatabase Mining: Identifying Relevant Databases.
IEEE Trans. Knowl. Data Eng. 13(4): 541-553 (2001) |
| 38 | EE | 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) |
| 37 | EE | K. Selçuk Candan,
Huan Liu,
Reshma Suvarna:
Resource Description Framework: Metadata and Its Applications.
SIGKDD Explorations 3(1): 6-19 (2001) |
| 2000 |
|---|
| 36 | | 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 |
| 35 | | Zonglin Zhou,
Huan Liu,
Stan Z. Li:
Rule Mining via Learning Belief Networks.
Artificial Intelligence and Soft Computing 2000: 217-221 |
| 34 | EE | Dimuthu Prasanna Makawita,
Kian-Lee Tan,
Huan Liu:
Sampling from Databases Using B+-Trees.
CIKM 2000: 158-164 |
| 33 | | Manoranjan Dash,
Huan Liu:
Feature Selection for Clustering.
PAKDD 2000: 110-121 |
| 32 | | Farhad Hussain,
Huan Liu,
Einoshin Suzuki,
Hongjun Lu:
Exception Rule Mining with a Relative Interestingness Measure.
PAKDD 2000: 86-97 |
| 31 | | Manoranjan Dash,
Huan Liu,
Hiroshi Motoda:
Consistency Based Feature Selection.
PAKDD 2000: 98-109 |
| 30 | | KianSing Ng,
Huan Liu:
Customer Retention via Data Mining.
Artif. Intell. Rev. 14(6): 569-590 (2000) |
| 1999 |
|---|
| 29 | EE | 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 |
| 28 | EE | Huan Liu,
Hongjun Lu:
Mining Weak Rules.
COMPSAC 1999: 309- |
| 27 | EE | Manoranjan Dash,
Huan Liu,
Hiroshi Motoda:
Feature Selection Using Consistency Measure.
Discovery Science 1999: 319-320 |
| 26 | EE | Nadeem Ahmed Syed,
Huan Liu,
Kah Kay Sung:
A Study of Support Vectors on Model Independent Example Selection.
KDD 1999: 272-276 |
| 25 | EE | Nadeem Ahmed Syed,
Huan Liu,
Kah Kay Sung:
Handling Concept Drifts in Incremental Learning with Support Vector Machines.
KDD 1999: 317-321 |
| 24 | EE | Huan Liu,
Hongjun Lu,
Ling Feng,
Farhad Hussain:
Efficient Search of Reliable Exceptions.
PAKDD 1999: 194-203 |
| 23 | | 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) |
| 1998 |
|---|
| 22 | EE | Huan Liu,
Rudy Setiono:
Feature Transformation and Multivariate Decision Tree Induction.
Discovery Science 1998: 279-290 |
| 21 | | Huan Liu,
Hiroshi Motoda,
Manoranjan Dash:
A Monotonic Measure for Optimal Feature Selection.
ECML 1998: 101-106 |
| 20 | | Huan Liu,
Hongjun Lu,
Jun Yao:
Identifying Relevant Databases for Multidatabase Mining.
PAKDD 1998: 210-221 |
| 19 | | Ying Lu,
Huan Liu,
Chew Lim Tan:
CFMD: A Conflict-Free Multivariate Discretization Algorithm.
PAKDD 1998: 397-398 |
| 18 | | Manoranjan Dash,
Huan Liu:
Hybrid Search of Feature Subsets.
PRICAI 1998: 238-249 |
| 17 | EE | KianSing Ng,
Huan Liu,
HweeBong Kwah:
A Data Mining Application: Customes Retention at the Port of Singapore Authority (PSA).
SIGMOD Conference 1998: 522-525 |
| 16 | | Huan Liu,
Rudy Setiono:
Incremental Feature Selection.
Appl. Intell. 9(3): 217-230 (1998) |
| 15 | EE | Rudy Setiono,
Huan Liu:
Analysis of Hidden Representations by Greedy Clustering.
Connect. Sci. 10(1): 21-42 (1998) |
| 14 | | Huan Liu,
Hiroshi Motoda:
Guest Editors' Introduction: Feature Transformation and Subset Selection.
IEEE Intelligent Systems 13(2): 26-28 (1998) |
| 1997 |
|---|
| 13 | | Rudy Setiono,
Huan Liu:
NeuroLinear: A System for Extracting Oblique Decision Rules from Neural Networks.
ECML 1997: 221-233 |
| 12 | EE | Huan Liu,
Rudy Setiono:
Feature Selection via Discretization.
IEEE Trans. Knowl. Data Eng. 9(4): 642-645 (1997) |
| 11 | EE | Manoranjan Dash,
Huan Liu:
Feature Selection for Classification.
Intell. Data Anal. 1(1-4): 131-156 (1997) |
| 10 | EE | Rudy Setiono,
Huan Liu:
NeuroLinear: From neural networks to oblique decision rules.
Neurocomputing 17(1): 1-24 (1997) |
| 1996 |
|---|
| 9 | | Huan Liu,
Rudy Setiono:
A Probabilistic Approach to Feature Selection - A Filter Solution.
ICML 1996: 319-327 |
| 8 | | Rudy Setiono,
Huan Liu:
Improving Backpropagation Learning with Feature Selection.
Appl. Intell. 6(2): 129-139 (1996) |
| 7 | | Rudy Setiono,
Huan Liu:
Symbolic Representation of Neural Networks.
IEEE Computer 29(3): 71-77 (1996) |
| 6 | EE | Hongjun Lu,
Rudy Setiono,
Huan Liu:
Effective Data Mining Using Neural Networks.
IEEE Trans. Knowl. Data Eng. 8(6): 957-961 (1996) |
| 5 | EE | Huan Liu,
Rudy Setiono:
Dimensionality reduction via discretization.
Knowl.-Based Syst. 9(1): 67-72 (1996) |
| 1995 |
|---|
| 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 | EE | Hongjun Lu,
Rudy Setiono,
Huan Liu:
NeuroRule: A Connectionist Approach to Data Mining.
VLDB 1995: 478-489 |
| 1 | EE | Huan Liu,
Chris D. Rowles,
Wilson X. Wen:
Critics for Knowledge-Based Design Systems.
IEEE Trans. Knowl. Data Eng. 7(5): 740-750 (1995) |
