论文标题
挖掘和分析赞助人的书籍数据和大学数据以了解图书馆使用模式
Mining and Analyzing Patron's Book-Loan Data and University Data to Understand Library Use Patterns
论文作者
论文摘要
本文的目的是研究顾客在学术图书馆中的使用行为。这项研究调查了在桑克拉大学王子王子的库尼雅各布·阿萨克拉维森·霍恩学习资源中心借用的顾客书籍的模式,该中心在2015-2018学年期间影响顾客的学术成就。该研究收集并分析了图书馆,注册服务商和人力资源的数据。学生的绩效数据是从PSU学生信息系统和其余图书馆信息系统中获得的。 WEKA使用关联规则和聚类的数据挖掘技术用作数据挖掘工具。对所有数据集进行了挖掘和分析,以确定顾客书借贷的特征,以发现赞助人的关注的协会规则,并分析学术图书馆使用与本科生的成就之间的关系。结果揭示了赞助人的图书贷款行为的模式,书使用模式,有关顾客对书籍借贷的兴趣的概念规则,以及顾客借款与其成绩之间的关系模式。清晰识别和描述图书馆赞助人的行为模式的能力可以帮助图书馆更有效地管理资源和服务。这项研究提供了一个作为指南或校园合作伙伴关系的样本模型,以及将来会利用学术图书馆信息和数据挖掘的未来合作,以改善图书馆管理和图书馆服务。
The purpose of this paper is to study the patron's usage behavior in an academic library. This study investigates on pattern of patron's books borrowing in Khunying Long Athakravisunthorn Learning Resources Center, Prince of Songkla University that influence patron's academic achievement during on academic year 2015-2018. The study collected and analyzed data from the libraries, registrar, and human resources. The students' performance data was obtained from PSU Student Information System and the rest from ALIST library information system. WEKA was used as the data mining tool employing data mining techniques of association rules and clustering. All data sets were mined and analyzed to identify characteristics of the patron's book borrowing, to discover the association rules of patron's interest, and to analyze the relationships between academic library use and undergraduate students' achievement. The results reveal patterns of patron's book loan behavior, patterns of book usage, patterns of interest rules with respect to patron's interest in book borrowing, and patterns of relationships between patron's borrowing and their grade. The ability to clearly identify and describe library patron's behavior pattern can help library in managing resources and services more effectively. This study provides a sample model as guideline or campus partnerships and for future collaborations that will take advantage of the academic library information and data mining to improve library management and library services.