Data Mining

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

  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.

  1. Mining bioprocess data: opportunities and challenges.

    Salim Charaniya, Wei-Shou Hu, and George Karypis. Trends in Biotechnology, 2009.

  1. Multi-Assay-Based SAR Models: Improving SAR Models by Incorporating Activity Information from Related Targets.

    Xia Ning, Huzefa Rangwala, and George Karypis. J. Chem. Inf. Modeling, 2009.

  1. Learning Preferences of New Users in Recommender Systems: An Information Theoretic Approach.

    Al Mamunnur Rashid, George Karypis, and John Riedl. SIGKDD Workshop on Web Mining and Web Usage Analysis (WEBKDD), 2008.

  1. A Segment-based Approach To Clustering Multi-Topic Documents.

    Andrea Tagarelli and George Karypis. Text Mining Workshop, SIAM Datamining Conference, 2008.

  1. Towards a Scalable kNN CF Algorithm: Exploring Effective Applications of clustering.

    Al Mamunur Rashid, Shyong K. Lam, Adam LaPitz, George Karypis, and John Riedl. In “Web Mining and Web Usage Analysis”, O. Nasraoui, et. al. (editors), Springer, 2008.

  1. Out-of-Core Coherent Closed Quasi-Clique Mining from Large Dense Graph Databases.

    Zhiping Zeng, Jianyong Wang, Lizhu Zhou, and George Karypis. ACM Transactions on Database Systems, Vol 32, Issue 2, 2007.

  1. fRMSDPred: Predicting local rmsd between structural fragments using sequence information.

    Huzefa Rangwala and George Karypis. Computational Systems Biology (CSB), pp. 311-322, 2007.