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  • 2008

    Trust evaluation in health information on the world wide web

    Moturu, S. T. & Liu, H., 2008, Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08. IEEE Computer Society, p. 1525-1528 4 p. 4649459. (Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology").

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    29 Scopus citations
  • Understanding the effects of sampling on healthcare risk modeling for the prediction of future high-cost patients

    Moturu, S. T. & Liu, H., Dec 1 2008, Biomedical Engineering Systems and Technologies - International Joint Conference, BIOSTEC 2008, Revised Selected Papers. p. 493-506 14 p. (Communications in Computer and Information Science; vol. 25 CCIS).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    2 Scopus citations
  • 2007

    Adaptive distance metrie learning for clustering

    Ye, J., Zhao, Z. & Liu, H., 2007, 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR'07. 4270128. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    105 Scopus citations
  • Nonlinear adaptive distance metric learning for clustering

    Chen, J., Zhao, Z., Ye, J. & Liu, H., 2007, KDD-2007: Proceedings of the Thirteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 123-132 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    61 Scopus citations
  • On comparison of feature selection algorithms

    Refaeilzadeh, P., Tang, L. & Liu, H., 2007, Evaluation Methods for Machine Learning II - Papers from the 2007 AAAI Workshop, Technical Report. p. 34-39 6 p. (AAAI Workshop - Technical Report; vol. WS-07-05).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    40 Scopus citations
  • Searching for interacting features

    Zhao, Z. & Liu, H., 2007, IJCAI International Joint Conference on Artificial Intelligence. p. 1156-1161 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    204 Scopus citations
  • Spectral feature selection for supervised and unsupervised learning

    Zhao, Z. & Liu, H., 2007, ACM International Conference Proceeding Series. Vol. 227. p. 1151-1157 7 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    759 Scopus citations
  • Time-dependent event hierarchy construction

    Fung, G. P. C., Yu, J. X., Liu, H. & Yu, P. S., 2007, KDD-2007: Proceedings of the Thirteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 300-309 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    60 Scopus citations
  • 2006

    A balanced ensemble approach to weighting classifiers for text classification

    Fung, G. P. C., Yu, J. X., Wang, H., Cheung, D. W. & Liu, H., 2006, Proceedings - Sixth International Conference on Data Mining, ICDM 2006. p. 869-873 5 p. 4053118. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    19 Scopus citations
  • Acclimatizing taxonomic semantics for hierarchical content classification

    Tang, L., Zhang, J. & Liu, H., 2006, KDD 2006: Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 384-393 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2006).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    28 Scopus citations
  • Feature subset selection bias for classification learning

    Singhi, S. K. & Liu, H., Oct 6 2006, ICML 2006 - Proceedings of the 23rd International Conference on Machine Learning. p. 849-856 8 p. (ICML 2006 - Proceedings of the 23rd International Conference on Machine Learning; vol. 2006).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    39 Scopus citations
  • Feature subset selection bias for classification learning

    Singhi, S. K. & Liu, H., 2006, ACM International Conference Proceeding Series - Proceedings of the 23rd International Conference on Machine Learning, ICML 2006. p. 849-856 8 p. (ACM International Conference Proceeding Series; vol. 148).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    40 Scopus citations
  • Query selection techniques for efficient crawling of structured Web sources

    Wu, P., Wen, J. R., Liu, H. & Wei-Ying, M., 2006, Proceedings of the 22nd International Conference on Data Engineering, ICDE '06. IEEE Computer Society, p. 48-57 10 p. 1617415. (Proceedings - International Conference on Data Engineering; vol. 2006).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    99 Scopus citations
  • 2005

    A novel approach to model generation for heterogeneous data classification

    Jin, R. & Liu, H., 2005, IJCAI International Joint Conference on Artificial Intelligence. p. 746-751 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    3 Scopus citations
  • Bias analysis in text classification for highly skewed data

    Tang, L. & Liu, H., 2005, Proceedings - Fifth IEEE International Conference on Data Mining, ICDM 2005. p. 781-784 4 p. 1565781. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    36 Scopus citations
  • BioLog: A browser based collaboration and resource navigation assistant for BioMedical researchers

    Singh, P., Bhimavarapu, R., Davulcu, H., Baral, C., Kim, S., Liu, H., Bittner, M. & Ramakrishnan, I. V., 2005, Lecture Notes in Bioinformatics (Subseries of Lecture Notes in Computer Science). Ludascher, B. & Raschid, L. (eds.). Vol. 3615. p. 19-30 12 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Error-sensitive grading for model combination

    Singhi, S. K. & Liu, H., 2005, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). p. 724-732 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 3720 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
  • Intelligent instance selection of data streams for smart sensor applications

    Galan, M., Liu, H. & Torkkola, K., 2005, Proceedings of SPIE - The International Society for Optical Engineering. Priddy, K. L. (ed.). Vol. 5803. p. 108-119 12 p. 14

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    6 Scopus citations
  • Learning with labeled sessions

    Jin, R. & Liu, H., 2005, IJCAI International Joint Conference on Artificial Intelligence. p. 740-745 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Research paper recommander systems: A subspace clustering approach

    Agarwal, N., Haque, E., Liu, H. & Parsons, L., 2005, Advances in Web-Age Information Management - 6th International Conference, WAIM 2005, Proceedings. Springer Verlag, p. 475-491 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 3739 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    52 Scopus citations
  • Sensor sequence modeling for driving

    Torkkola, K., Venkatesan, S. & Liu, H., Dec 1 2005, Recent Advances in Artifical Intelligence - Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2005. Russell, I. & Markov, Z. (eds.). p. 721-726 6 p. (Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2005 - Recent Advances in Artifical Intelligence).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    25 Scopus citations
  • 2004

    A low cost polymer based piezo-actuated micropump for drug delivery system

    Liu, H., Tay, A. A. O., Wan, S. Y. M. & Lim, G. C., 2004, 2004 NSTI Nanotechnology Conference and Trade Show - NSTI Nanotech 2004. Laudon, M. & Romanowicz, B. (eds.). p. 251-254 4 p. (2004 NSTI Nanotechnology Conference and Trade Show - NSTI Nanotech 2004; vol. 1).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    4 Scopus citations
  • Class-specific ensembles for active learning in digital imagery

    Mandvikar, A. & Liu, H., 2004, SIAM Proceedings Series. Berry, M. W., Dayal, U., Kamath, C. & Skillicorn, D. (eds.). p. 412-421 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    1 Scopus citations
  • Compact dual ensembles for active learning

    Mandvikar, A., Liu, H. & Motoda, H., 2004, Advances in Knowledge Discovery and Data Mining - 8th Pacific-Asia Conference, PAKDD 2004, Proceedings. Dai, H., Srikant, R. & Zhang, C. (eds.). Springer Verlag, p. 293-297 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 3056).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    2 Scopus citations
  • Redundancy based feature selection for microarray data

    Yu, L. & Liu, H., 2004, KDD-2004 - Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 737-742 6 p. (KDD-2004 - Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    182 Scopus citations
  • Robust feature induction for support vector machines

    Jin, R. & Liu, H., 2004, Proceedings, Twenty-First International Conference on Machine Learning, ICML 2004. Greiner, R. & Schuurmans, D. (eds.). p. 449-456 8 p. (Proceedings, Twenty-First International Conference on Machine Learning, ICML 2004).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    4 Scopus citations
  • Sensor selection for maneuver classification

    Torkkola, K., Venkatesan, S. & Liu, H., 2004, IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. p. 636-641 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    15 Scopus citations
  • SWITCH: A novel approach to ensemble learning for heterogeneous data

    Jin, R. & Liu, H., 2004, Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science). Boulicaut, J.-F., Esposito, F., Pedreschi, D. & Giannotti, F. (eds.). Vol. 3201. p. 560-562 3 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    4 Scopus citations
  • Teaching Undergraduates Data Mining in Engineering Programs

    Banks, D. L., Dong, G., Liu, H. & Mandvikar, A., 2004, Proceedings - Frontiers in Education Conference, FIE. Vol. 2.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    2 Scopus citations
  • 2003

    Active feature selection using classes

    Liu, H., Yu, L., Dash, M. & Motoda, H., 2003, Advances in Knowledge Discovery and Data Mining. Wang, K.-Y., Jeon, J., Shim, K. & Srivastava, J. (eds.). Springer Verlag, p. 474-485 12 p. (Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science); vol. 2637).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    16 Scopus citations
  • Active learning with ensembles for image classification

    Liu, H., Mandvikar, A., Foschi, P. & Torkkola, K., 2003, IJCAI International Joint Conference on Artificial Intelligence. p. 1435-1436 2 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    2 Scopus citations
  • Efficiently handling feature redundancy in high-dimensional data

    Yu, L. & Liu, H., 2003, Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 685-690 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    59 Scopus citations
  • Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution

    Yu, L. & Liu, H., 2003, Proceedings, Twentieth International Conference on Machine Learning. Fawcett, T. & Mishra, N. (eds.). p. 856-863 8 p. (Proceedings, Twentieth International Conference on Machine Learning; vol. 2).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    2117 Scopus citations
  • Situation-Aware Personalized Information Retrieval for Mobile Internet

    Yau, S.-S., Liu, H., Huang, D. & Yao, Y., 2003, Proceedings - IEEE Computer Society's International Computer Software and Applications Conference. p. 639-644 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    28 Scopus citations
  • 2002

    Feature selection for clustering - A filter solution

    Dash, M., Choi, K., Scheuermann, P. & Liu, H., 2002, Proceedings - 2002 IEEE International Conference on Data Mining, ICDM 2002. p. 115-122 8 p. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    339 Scopus citations
  • 2001

    '1+1>2': Merging distance and density based clustering

    Dash, M., Liu, H. & Xu, X., 2001, Proceedings - 7th International Conference on Database Systems for Advanced Applications, DASFAA 2001. Institute of Electrical and Electronics Engineers Inc., p. 32-39 8 p. 916361. (Proceedings - 7th International Conference on Database Systems for Advanced Applications, DASFAA 2001).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    55 Scopus citations
  • A distributed hierarchical clustering system for web mining

    Wen, C. W., Liu, H., Wen, W. X. & Zheng, J., 2001, Advances in Web-Age Information Management - 2nd International Conference, WAIM 2001, Proceedings. Wang, X. S., Yu, G. & Lu, H. (eds.). Springer Verlag, p. 103-113 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 2118).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    12 Scopus citations
  • Efficient hierarchical clustering algorithms using partially overlapping partitions

    Dash, M. & Liu, H., 2001, Advances in Knowledge Discovery and Data Mining - 5th Pacific-Asia Conference, PAKDD 2001, Proceedings. Cheung, D., Williams, G. J. & Li, Q. (eds.). Springer Verlag, p. 495-506 12 p. (Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science); vol. 2035).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    4 Scopus citations
  • Efficiently determining the starting sample size for progressive sampling

    Gu, B., Liu, B., Hu, F. & Liu, H., 2001, Machine Learning: ECML 2001 - 12th European Conference on Machine Learning, Proceedings. de Raedt, L. & Flach, P. (eds.). Springer Verlag, p. 192-202 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 2167).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    14 Scopus citations
  • Efficient yet accurate clustering

    Dash, M., Tan, K. L. & Liu, H., 2001, Proceedings - 2001 IEEE International Conference on Data Mining, ICDM'01. p. 99-106 8 p. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    5 Scopus citations
  • Modelling classification performance for large data sets: An empirical study

    Gu, B., Hu, F. & Liu, H., 2001, Advances in Web-Age Information Management - 2nd International Conference, WAIM 2001, Proceedings. Wang, X. S., Yu, G. & Lu, H. (eds.). Springer Verlag, p. 317-328 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 2118).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    25 Scopus citations
  • Using feature transformation and selection with polynomial networks

    Campbell, W. M. & Liu, H., 2001, Proceedings of SPIE - The International Society for Optical Engineering. Priddy, K. L., Keller, P. E. & Angeline, P. J. (eds.). Vol. 4390. p. 175-186 12 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
  • 2000

    Consistency based feature selection

    Dash, M., Liu, H. & Motoda, H., 2000, Knowledge Discovery and Data Mining: Current Issues and New Applications - 4th Pacific-Asia Conference, PAKDD 2000, Proceedings. Terano, T., Liu, H. & Chen, A. L. P. (eds.). Springer Verlag, p. 98-109 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 1805).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    138 Scopus citations
  • Exception rule mining with a relative interestingness measure

    Hussain, F., Liu, H., Suzuki, E. & Lu, H., 2000, Knowledge Discovery and Data Mining: Current Issues and New Applications - 4th Pacific-Asia Conference, PAKDD 2000, Proceedings. Terano, T., Liu, H. & Chen, A. L. P. (eds.). Springer Verlag, p. 86-97 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 1805).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    78 Scopus citations
  • Feature selection for clustering

    Dash, M. & Liu, H., 2000, Knowledge Discovery and Data Mining: Current Issues and New Applications - 4th Pacific-Asia Conference, PAKDD 2000, Proceedings. Terano, T., Liu, H. & Chen, A. L. P. (eds.). Springer Verlag, p. 110-121 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 1805).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    177 Scopus citations
  • Intelligent micro-fluidic system for drug delivery

    Tay, F. E. H., Choong, W. O., Liu, H. & Xu, G. L., 2000, Proceedings of the IEEE International Conference on Industrial Technology. Vol. 2. p. 70-75 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    2 Scopus citations
  • 1999

    Efficient search of reliable exceptions

    Liu, H., Lu, H., Feng, L. & Hussain, F., 1999, Methodologies for Knowledge Discovery and Data Mining - 3rd Pacific-Asia Conference, PAKDD 1999, Proceedings. Zhong, N. & Zhou, L. (eds.). Springer Verlag, p. 194-204 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 1574).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    44 Scopus citations
  • Feature selection using consistency measure

    Dash, M., Liu, H. & Motoda, H., 1999, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, Vol. 1721. p. 319-320 2 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 1721).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    1 Scopus citations
  • Mining weak rules

    Liu, H. & Lu, H., 1999, Proceedings - IEEE Computer Society's International Computer Software and Applications Conference. IEEE, p. 309-310 2 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Towards an evolutionary algorithm: A comparison of two feature selection algorithms

    Chen, K. & Liu, H., 1999, Proceedings of the 1999 Congress on Evolutionary Computation, CEC 1999. IEEE Computer Society, Vol. 2. p. 1309-1313 5 p. 782597

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    14 Scopus citations