Data Mining

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

  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.

  1. The Set Classification Problem and Solution Methods.

    Xia Ning and George Karypis. SIAM Data Mining, pp. 847-858, 2009.

  1. A kernel framework for protein residue annotation.

    Huzefa Rangwala, Christopher Kauffman, and George Karypis. PAKDD, pp. 439-451, 2009.

  1. TOPTMH: Topology Predictor for Transmembrane alpha-Helices.

    Rezwan Ahmed, Huzefa Rangwala, and George Karypis. Journal of Bioinformatics and Computational Biology, 2009.

  1. Within-network classification using local structure similarity.

    Christian Desrosiers and George Karypis. ECML-PKDD, pp. 260-275, 2009.