Automatic Essay Grading System for Japanese Language Examination Using Winnowing Algorithm

Anak Agung Putri Ratna, Dyah Lalita Luhurkinanti, Ihsan Ibrahim, Diyanatul Husna, Prima Dewi Purnamasari

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

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.

Original languageEnglish
Title of host publicationProceedings - 2018 International Seminar on Application for Technology of Information and Communication
Subtitle of host publicationCreative Technology for Human Life, iSemantic 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages565-569
Number of pages5
ISBN (Electronic)9781538674864
DOIs
Publication statusPublished - 27 Nov 2018
Event3rd International Seminar on Application for Technology of Information and Communication, iSemantic 2018 - Semarang, Indonesia
Duration: 21 Sep 201822 Sep 2018

Publication series

NameProceedings - 2018 International Seminar on Application for Technology of Information and Communication: Creative Technology for Human Life, iSemantic 2018

Conference

Conference3rd International Seminar on Application for Technology of Information and Communication, iSemantic 2018
CountryIndonesia
CitySemarang
Period21/09/1822/09/18

Keywords

  • essay grading
  • fingerprint
  • hash
  • n-gram
  • winnowing

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