Research on the Automatic Scoring Method of English Essay based on the Improved K-Nearest Neighbor Algorithm

被引:0
|
作者
Jiang, Hao [1 ]
Jin, Yaru [1 ]
机构
[1] Southeast Univ, Sch Comp Sci & Engn, Nanjing 211189, Jiangsu, Peoples R China
来源
PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT AND COMPUTING TECHNOLOGY (ICEMCT-16) | 2016年 / 59卷
关键词
Automatic Essay Scoring; LSA; Information Gain; K-Nearest Neighbor;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Compared with the traditional manual marking, automatic English essay scoring can improve the consistency, objectivity, and efficiency of the scoring process. In this essay, the relevant attributes of English composition is extracted, and the improved KNN algorithm is used to score the English essay. The experimental results show that the automatic scoring in which the improved KNN method combines with feature selection has smaller error, compared with manual scoring, and the accuracy of scoring has been improved significantly.
引用
收藏
页码:1297 / 1302
页数:6
相关论文
共 50 条
  • [31] FUZZY K-NEAREST NEIGHBOR ALGORITHM.
    Keller, James M.
    Gray, Michael R.
    Givens, James A.
    IEEE Transactions on Systems, Man and Cybernetics, 1985, SMC-15 (04): : 580 - 585
  • [32] An efficient dynamic migration and consolidation method of VMs based on improved K-nearest neighbor algorithm and attribute weighting
    Wang Y.-L.
    Wang J.-H.
    Journal of Intelligent and Fuzzy Systems, 2024, 46 (04): : 10315 - 10328
  • [33] An efficient method for nonlinear inelastic truss optimization based on improved k-nearest neighbor comparison and Rao algorithm
    Truong, Viet-Hung
    Pham, Hoang-Anh
    Tangaramvong, Sawekchai
    STRUCTURES, 2025, 71
  • [34] Research on Active Defence Technology with Virus Based on K-Nearest Neighbor Algorithm of Kernel
    Yu, Xuedou
    2009 INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND INFORMATION APPLICATION TECHNOLOGY,VOL I, PROCEEDINGS, 2009, : 685 - 688
  • [35] A Novel Prototype Reduction Method for the K-Nearest Neighbor Algorithm with K ≥ 1
    Yang, Tao
    Cao, Longbing
    Zhang, Chengqi
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PT II, PROCEEDINGS, 2010, 6119 : 89 - 100
  • [36] Substation fault diagnosis method based on rough set and k-nearest neighbor algorithm
    Zhao, Feng
    Su, Hongsheng
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE INFORMATION COMPUTING AND AUTOMATION, VOLS 1-3, 2008, : 745 - 748
  • [37] A quality control method based on k-nearest neighbor algorithm for missing and problematic datasets
    Lu, Youmin
    Journal of Computational and Theoretical Nanoscience, 2015, 12 (11) : 4263 - 4266
  • [38] Online Monitoring Method for Voltage Transformers Based on Fusion K-nearest Neighbor Algorithm
    Li, Zhenhua
    Cui, Jiuxi
    Yang, Xinqiang
    Wu, Hairong
    Yang, Shihao
    Xue, Tianliang
    Dianwang Jishu/Power System Technology, 2024, 48 (09): : 3938 - 3947
  • [39] Irregular Partitioning Method Based k-Nearest Neighbor Query Algorithm Using MapReduce
    Zhang, Qingqing
    Li, Changyun
    He, Pinjie
    Li, Xu
    Zou, Haojie
    PROCEEDINGS OF THE 2015 INTERNATIONAL SYMPOSIUM ON COMPUTERS & INFORMATICS, 2015, 13 : 1786 - 1794
  • [40] An Adaptive Search Range Method for HEVC with the K-Nearest Neighbor Algorithm
    Li, Yuchen
    Liu, Yitong
    Yang, Hongwen
    Yang, Dacheng
    2015 VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP), 2015,