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Educational Data Mining×K-Means ক্লাস্টারিং×
ক্ষেত্রEducationযন্ত্র শিখন
পরিবারMachine learningMachine learning
উদ্ভবের বছর20091967
প্রবর্তকEducational data mining community (Baker, Yacef, Romero, Ventura)MacQueen, J.
ধরনApplication of data-mining and machine-learning methods to educational dataPartitional clustering (centroid-based)
মৌলিক উৎসBaker, R. S. J. d., & Yacef, K. (2009). The state of educational data mining in 2009: A review and future visions. Journal of Educational Data Mining, 1(1), 3–17. link ↗MacQueen, J. (1967). Some Methods for Classification and Analysis of Multivariate Observations. Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability, 1, 281–297. link ↗
অপর নামEDM, Mining Education Data, Data Mining in Education, Learner Data MiningK-Ortalamalar Kümeleme, k-ortalamalar kümeleme, k-means, centroid clustering
সম্পর্কিত43
সারসংক্ষেপEducational data mining (EDM) is the field that develops and applies data-mining and machine-learning methods to data generated by educational settings — clickstreams from online courses, intelligent tutoring system logs, assessment records, and student information systems. Its goal is to discover patterns that explain and predict learning: who is at risk of failing, how students work through material, which content sequences help, and what hidden skill structures underlie performance. EDM treats fine-grained learner data as a source of actionable scientific and practical insight.K-Means Clustering is a centroid-based partitional clustering algorithm, traced to J. MacQueen in 1967, that splits data into k clusters by assigning each observation to its nearest cluster centre. It is widely used for marketing segmentation, customer grouping, and exploratory analysis.
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ScholarGateপদ্ধতির তুলনা করুন: Educational Data Mining · K-Means Clustering. 2026-06-24 তারিখে সংগৃহীত, উৎস: https://scholargate.app/bn/compare