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Beth A. Plale, Eleanor Dickson, Inna Kouper, Samitha Harshani Liyanage, Yu Ma, Robert H. McDonald, John A. Walsh and Sachith Withana

. The latest round of awardees in the HTRC Advanced Collaborative Support program (HTRC ACS Awards, 2017 ) provides an illustrative snapshot of the sorts of research questions being explored through HathiTrust collections in the capsule environment. Seven individual analysts or analyst teams are exploring topics such as community reading programs, the history of book design, U.S. women’s movements, history of the U.S. novel, literary novelty, the Iowa Writers’ Workshop, and enhancement of metadata for the Oxford English Dictionary (HTRC ACS Awards, 2017). The Iowa

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Liang Hong, Mengqi Luo, Ruixue Wang, Peixin Lu, Wei Lu and Long Lu

find the association rules between diseases. Driven by this, Kuo et al. (2007) proposed a novel framework of data mining that clusters the data first and then follows with association rule mining. The first stage uses the ant system-based clustering algorithm (ASCA) and ant k-means (AK) to cluster the database, while the ant colony system (ACS)-based association rule mining algorithm is applied to mine the association rule for each cluster. Experimentation on the data sets provided by the National Health Insurance Plan of Taiwan demonstrates that the proposed