TY - GEN
T1 - Improved Motion Planning Algorithms Based on Rapidly-exploring Random Tree
T2 - 8th International Conference on Communication and Information Processing, ICCIP 2022
AU - Ratna, Anak Agung Putri
AU - Purnamasari, Prima Dewi
AU - Anandra, Nadhifa Khalisha
AU - Luhurkinanti, Dyah Lalita
N1 - Publisher Copyright:
© 2022 ACM.
PY - 2022/11/3
Y1 - 2022/11/3
N2 - This paper discusses the development of an Automatic Essay Grading System (SIMPLE-O) designed using hybrid CNN and Bidirectional LSTM and Manhattan Distance for Japanese language course essay grading. The most stable and best model is trained using hyperparameters with kernel sizes of 5, filters or CNN outputs of 64, a pool size of 4, Bidirectional LSTM units of 50, and a batch size of 64. The deep learning model is trained using the Adam optimizer with a learning rate of 0.001, an epoch of 25, and using an L1 regularization of 0.01. The average error obtained is 29%.
AB - This paper discusses the development of an Automatic Essay Grading System (SIMPLE-O) designed using hybrid CNN and Bidirectional LSTM and Manhattan Distance for Japanese language course essay grading. The most stable and best model is trained using hyperparameters with kernel sizes of 5, filters or CNN outputs of 64, a pool size of 4, Bidirectional LSTM units of 50, and a batch size of 64. The deep learning model is trained using the Adam optimizer with a learning rate of 0.001, an epoch of 25, and using an L1 regularization of 0.01. The average error obtained is 29%.
KW - Automated Short Answer Grading
KW - BiLSTM
KW - CNN
UR - http://www.scopus.com/inward/record.url?scp=85145874801&partnerID=8YFLogxK
U2 - 10.1145/3571662.3571666
DO - 10.1145/3571662.3571666
M3 - Conference contribution
AN - SCOPUS:85145874801
T3 - ACM International Conference Proceeding Series
SP - 22
EP - 27
BT - ICCIP 2022 - 2022 8th International Conference on Communication and Information Processing
PB - Association for Computing Machinery
Y2 - 27 October 2022 through 29 October 2022
ER -