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Data Mining

Here is a list of publications that are related to our data mining research.

  1. Algorithms for Mining the Evolution of Conserved Relational States in Dynamic Networks.

    Rezwan Ahmed and George Karypis. ICDM, 2011.

  1. SLIM: Sparse Linear Methods for Top-N Recommender Systems.

    Xia Ning and George Karypis. ICDM , 2011.

  1. Improved Machine Learning Models for Predicting Selective Compounds.

    Xia Ning, Michael Walters, and George Karypis. ACM Conference on Bioinformatics, Computational Biology and Biomedicine. Chicago, 2011.

  1. Automatic Detection of Vaccine Adverse Reactions by Incorporating Historical Medical Conditions.

    Zhonghua Jiang and George Karypis. ACM Conference on Bioinformatics, Computational Biology and Biomedicine. Chicago, 2011.

  1. In Silico Structure-Activity-Relationship (SAR) Models From Machine Learning: A Review.

    Xia Ning and George Karypis. Drug Development Research, Vol. 72, 2011.

  1. A Comprehensive Survey of Neighborhood-based Recommendation Methods.

    Christian Desrosiers and George Karypis. Recommender Systems Handbook, pp. 107-144, 2011.

  1. Multi-task Learning for Recommender Systems.

    Xia Ning and George Karypis. 2nd Asian Conference on Machine Learning (ACML), 2010.

  1. Content-Based Methods for Predicting Web-Site Demographic Attributes.

    Santosh Kabbur, Eui-Hong Han, and George Karypis. 10th IEEE International Conference on Data Mining (ICDM), 2010.

  1. Assessing Synthetic Accessibility of Chemical Compounds Using Machine Learning Methods.

    Yevgeniy Podolyan, Michael Walters, and George Karypis. Journal of Chemical Information and Modeling, Vol. 50, pp. 979—991, 2010.

  1. Genome-wide Inference of Regulatory Networks in Streptomyces Coelicolor.

    Marlene Castro-Melchor, Salim Charaniya, George Karypis, Eriko Takano, and Wei-Shou Hu. BMC Genomics, Vol. 11, pp. 578, 2010.

  1. Mining manufacturing data for discovery of high productivity process characteristics.

    Salim Charaniya, Huong Le, Huzefa Rangwala, Keri Mills, Kevin Johnson, George Karypis, and Wei-Shou Hu. Journal of Biotechnology, Vol. 147, pp. 186—197, 2010.

  1. A Novel Approach to Compute Similarities and its Application to Item Recommendation.

    Christian Desrosiers and George Karypis. 11th Pacific Rim International Conference on Artificial Intelligence (PRICAI), pp. 39—51, 2010.