Automatic Essay Grading System for Japanese Language Examination Using Winnowing Algorithm

This paper explained a research that was conducted to find the best methodology for automatic essay grading. The Winnowing method was used in this paper with specific application for Japanese language exam. With Japanese language input, romanization was implemented to change the input that were in h...

Full description

Saved in:
Bibliographic Details
Published in2018 International Seminar on Application for Technology of Information and Communication pp. 565 - 569
Main Authors Agung Putri Ratna, Anak, Lalita Luhurkinanti, Dyah, Ibrahim, Ihsan, Husna, Diyanatul, Dewi Purnamasari, Prima
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.09.2018
Subjects
Complexity theory
Electrical engineering
essay grading
Filtering
fingerprint
Fingerprint recognition
hash
n-gram
Semantics
Seminars
Testing
winnowing
Online AccessGet full text
DOI10.1109/ISEMANTIC.2018.8549789

Cover

More Information
Summary:This paper explained a research that was conducted to find the best methodology for automatic essay grading. The Winnowing method was used in this paper with specific application for Japanese language exam. With Japanese language input, romanization was implemented to change the input that were in hiragana, katakana, or kanji into romaji. After the system was developed, it still needed to find the best parameters with the highest accuracy or closer even similar to the results from human rater. From testing the short essay Japanese language exam answers with 100% of score from human rater, several testing show that the best parameter for this system is with n=2, w=2, and p=2 and the average accuracy of total score gathered for all students is 86.86%. Since the average accuracy is above 80%, it could be concluded that winnowing algorithm is suitable for Japanese language examination term.
DOI:10.1109/ISEMANTIC.2018.8549789