Automated Essay Grading using Machine Learning Algorithm

被引:11
|
作者
Ramalingam, V. V. [1 ]
Pandian, A. [1 ]
Chetry, Prateek [1 ]
Nigam, Himanshu [1 ]
机构
[1] SRM Inst Sci & Technol, Dept Comp Sci & Engn, Madras 603203, Tamil Nadu, India
关键词
D O I
10.1088/1742-6596/1000/1/012030
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Essays are paramount for of assessing the academic excellence along with linking the different ideas with the ability to recall but are notably time consuming when they are assessed manually. Manual grading takes significant amount of evaluator's time and hence it is an expensive process. Automated grading if proven effective will not only reduce the time for assessment but comparing it with human scores will also make the score realistic. The project aims to develop an automated essay assessment system by use of machine learning techniques by classifying a corpus of textual entities into small number of discrete categories, corresponding to possible grades. Linear regression technique will be utilized for training the model along with making the use of various other classifications and clustering techniques. We intend to train classifiers on the training set, make it go through the downloaded dataset, and then measure performance our dataset by comparing the obtained values with the dataset values. We have implemented our model using java.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] The debate on automated essay grading
    Hearst, MA
    [J]. IEEE INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 2000, 15 (05): : 22 - 27
  • [2] Automated Grading of Angelica sinensis Using Computer Vision and Machine Learning Techniques
    Zhang, Zimei
    Xiao, Jianwei
    Wang, Wenjie
    Zielinska, Magdalena
    Wang, Shanyu
    Liu, Ziliang
    Zheng, Zhian
    [J]. AGRICULTURE-BASEL, 2024, 14 (03):
  • [3] Detection and Grading of Radiographic Hand Osteoarthritis Using an Automated Machine Learning Platform
    Caratsch, Leo
    Lechtenboehmer, Christian
    Caorsi, Matteo
    Oung, Karine
    Zanchi, Fabio
    Aleman, Yasser
    Walker, Ulrich
    Omoumi, Patrick
    Huegle, Thomas
    [J]. ACR OPEN RHEUMATOLOGY, 2024, 6 (06) : 388 - 395
  • [4] Noise Reduction in Essay Datasets for Automated Essay Grading
    Fazal, Anhar
    Dillon, Tharam
    Chang, Elizabeth
    [J]. ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS: OTM 2011 WORKSHOPS, 2011, 7046 : 484 - 493
  • [5] Trait ratings for automated essay grading
    Shermis, MD
    Koch, CM
    Page, EB
    Keith, TZ
    Harrington, S
    [J]. EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 2002, 62 (01) : 5 - 18
  • [6] Oil palm fruit grading using a hyperspectral device and machine learning algorithm
    Bensaeed, O. M.
    Shariff, A. M.
    Mahmud, A. B.
    Shafri, H.
    Alfatni, M.
    [J]. 7TH IGRSM INTERNATIONAL REMOTE SENSING & GIS CONFERENCE AND EXHIBITION, 2014, 20
  • [7] A Decomposition Machine-learning Strategy for Automated Fruit Grading
    Susnjak, Teo
    Barczak, Andre
    Reyes, Napoleon
    [J]. WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, WCECS 2013, VOL II, 2013, Ao, : 819 - +
  • [8] Automated Cashew Kernel Grading Using Machine Vision
    Arun, M. O.
    Nath, Aneesh G.
    Shyua, A.
    [J]. 2016 INTERNATIONAL CONFERENCE ON NEXT GENERATION INTELLIGENT SYSTEMS (ICNGIS), 2016, : 332 - 336
  • [9] Automated detection and analysis of subdural hematomas using a machine learning algorithm
    Colasurdo, Marco
    Leibushor, Nir
    Robledo, Ariadna
    Vasandani, Viren
    Luna, Zean Aaron
    Rao, Abhijit S.
    Garcia, Roberto
    Srinivasan, Visish M.
    Sheth, Sunil A.
    Avni, Naama
    Madziva, Moleen
    Berejick, Mor
    Sirota, Goni
    Efrati, Aielet
    Meisel, Avraham
    Shaltoni, Hashem
    Kan, Peter
    [J]. JOURNAL OF NEUROSURGERY, 2023, 138 (04) : 1077 - 1084
  • [10] Automated prediction of low ferritin concentrations using a machine learning algorithm
    Kurstjens, Steef
    de Bel, Thomas
    van der Horst, Armando
    Kusters, Ron
    Krabbe, Johannes
    van Balveren, Jasmijn
    [J]. CLINICAL CHEMISTRY AND LABORATORY MEDICINE, 2022, 60 (12) : 1921 - 1928