Automated Essay Grading using Machine Learning Algorithm

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. Autom...

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Bibliographic Details
Published in:Journal of physics. Conference series 2018-04, Vol.1000 (1), p.12030
Main Authors: Ramalingam, V. V., Pandian, A, Chetry, Prateek, Nigam, Himanshu
Format: Article
Language:English
Subjects:
Algorithms
Automation
Clustering
Datasets
Essays
Machine learning
Physics
Training
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Summary: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.
ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/1000/1/012030