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應用R語言文字探勘技術進行教育研究之探究

An Inquiry on Educational Research by Using R Language and Text Mining Technology

摘要


運用R語言編寫文字探勘技術,進行巨量文獻之系統性回顧研究,期望掌握某個研究議題的發展軌跡,與重要文獻的知識圖譜,對未來教育的回顧性研究是亟待發展的面向與借鏡的途徑。本研究透過R語言理念分析,了解文字探勘的意義,並以R語言編寫文字探勘語法之作法,進行繪圖可視化的功能,找出資料中有價值的特徵以及關聯性,並舉例說明運用文字探勘技術,進行巨量學術網絡資料的統整與分析,讓文本資訊得以聚焦與延伸,再經由抽象化的理論解讀其意義,進而引發反思,找出資料中有價值的特徵以及關聯性。最後提出研究結果之結論與建議。

關鍵字

R語言 文字探勘 教育研究

並列摘要


Using R language to write text mining technology, conduct systematic review and research of huge amount of literature, hope to grasp the development track of a certain research topic, and the knowledge map of important literature, retrospective research on future education is an urgent need for development and borrowing way. Through R language concept analysis, this research understands the meaning of text mining, and writes the grammar of text mining in R language, performs the function of drawing visualization, finds valuable features and correlations in the data, and illustrates the use of text mining technology with examples. , to integrate and analyze a large amount of academic network data, so that the text information can be focused and extended, and then interpret its meaning through abstract theories, thereby triggering reflection and finding valuable characteristics and correlations in the data. Finally, the conclusions and recommendations of the research results are presented.

並列關鍵字

R language text mining educational research

參考文獻


江育青(2020)。臺中市國民中小學亮點學校計畫資料文字探勘之研究〔未出版之碩士論文〕。國立暨南國際大學。https://doi.org/10.6837/ncnu202000084[Chiang, Y.-C. (2020). The study of text mining on primary and secondary spotlight school program of Taichung city [Unpublished master’s dissertation]. National Chi Nan University. https://doi.org/10.6837/ncnu202000084]
沈秋宏、沈芷嫣(2022)。國民小學實施課程標準時期教育領導研究趨勢之探究。教育理論與實踐學刊,45,1‒33。https://doi.org/10.7038/JETP.202206_(45).0001[Shen, C.-H., & Shen, J.-Y. (2022). A Study of the Educational Leadership Trend in the Period of Implementing Curriculum Standards in Elementary Schools—Analysis of Applied Text Mining Technology. Journal of Educational Theory and Practice, 45, 1‒33. https://doi.org/10.7038/JETP.202206_(45).0001]
林松柏(2015)。資料採礦模式於學校整併指標之應用與評估。教育研究與發展期刊,11(3),1‒29。https://doi.org/10.3966/181665042015091103001[Lin, S.-P. (2015). Application and assessment of data mining models in school consolidation indicators. Journal of Educational Research and Development, 11(3), 1 – 29. https://doi.org/10.3966/181665042015091103001]
陳文彥(2021)。教師領導知識基礎的文獻計量分析。教育研究與發展期刊,17(2),1‒35。https://doi.org/10.6925/SCJ.202106_17(2).0001[Chen, W.-Y. (2021). A bibliometric review of the knowledge base of teacher leadership. Journal of Educational Research and Development, 17(2), 1 – 35. https://doi.org/10.6925/SCJ.202106_17(2).0001]
曾元顯(2016)。校務研究資料庫的建構與分析應用。當代教育研究季刊,24(1),107‒134。https://doi.org/10.6151/CERQ.2016.2401.04[Tseng, Y.-H. (2016). Development and application of databases for institutional research and analysis. Contemporary Educational Research Quarterly, 24(1), 107‒134. https://doi.org/10.6151/CERQ.2016.2401.04]

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