TY - GEN
T1 - Web Based Automated Essay Grading System using Latent Semantic Analysis method for Indonesian Language
AU - Ratna, Anak Agung Putri
AU - Gunawan, Nahar Adi
AU - Adhe, W.
AU - Evianti, Natalia
AU - Budiardjo, Bagio
PY - 2005
Y1 - 2005
N2 - Grading system is a mechanism used to determine student's ability of the given material of the studying process. Essay is one form of grading, where there are no choices of answer, and student must answer in sentence. Essay answers may vary greatly between each exam participant, depending on their own thought. Methods used in automated essay grading system nowadays are still under research because they need to follow some specific rules. Some of the methods are Natural Language Processing, Statistical Approach, Bayesian Text Classification, and Latent Semantic Analysis [1]. One of the grading methods, i.e. Latent Semantic Analysis (LSA), which uses matrix algebra to compare between expected answer and student's essay answer [2]. In this paper, we are using the LSA technique for Web Based Automated Essay Grading for Indonesian Language (Bahasa) and prove that we achieve 83 % for the agreement with Human Raters.
AB - Grading system is a mechanism used to determine student's ability of the given material of the studying process. Essay is one form of grading, where there are no choices of answer, and student must answer in sentence. Essay answers may vary greatly between each exam participant, depending on their own thought. Methods used in automated essay grading system nowadays are still under research because they need to follow some specific rules. Some of the methods are Natural Language Processing, Statistical Approach, Bayesian Text Classification, and Latent Semantic Analysis [1]. One of the grading methods, i.e. Latent Semantic Analysis (LSA), which uses matrix algebra to compare between expected answer and student's essay answer [2]. In this paper, we are using the LSA technique for Web Based Automated Essay Grading for Indonesian Language (Bahasa) and prove that we achieve 83 % for the agreement with Human Raters.
KW - Agreement with human raters
KW - Automated essay grading system
KW - LSA
KW - On-line examination
KW - Singular value decomposition
UR - http://www.scopus.com/inward/record.url?scp=29844457481&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:29844457481
SN - 0889865108
SN - 9780889865105
T3 - Proceedings of the IASTED International Conference on Internet and Multimedia Systems and Applications, IMSA
SP - 163
EP - 166
BT - Proceedings of the 9th IASTED International Conference on Internet and Multimedia Systems and Applications, IMSA 2005
A2 - Hamza, M.H.
T2 - 9th IASTED International Conference on Internet and Multimedia Systems and Applications, IMSA 2005
Y2 - 15 August 2006 through 17 August 2006
ER -