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@article{ART002927601},
author={Geewon Suh and Yukyung Shin and Soyeon Jin and Woosin Lee and Jongchul Ahn and Changho Suh},
title={Recommendation Model for Battlefield Analysis based on Siamese Network},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={1},
pages={1-8},
doi={10.9708/jksci.2023.28.01.001}

TY - JOUR
AU - Geewon Suh
AU - Yukyung Shin
AU - Soyeon Jin
AU - Woosin Lee
AU - Jongchul Ahn
AU - Changho Suh
TI - Recommendation Model for Battlefield Analysis based on Siamese Network
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 1
PB - The Korean Society Of Computer And Information
SP - 1
EP - 8
SN - 1598-849X
AB - In this paper, we propose a training method of a recommendation learning model that analyzes the battlefield situation and recommends a suitable hypothesis for the current situation. The proposed learning model uses the preference determined by comparing the two hypotheses as a label data to learn which hypothesis best analyzes the current battlefield situation. Our model is based on Siamese neural network architecture which uses the same weights on two different input vectors. The model takes two hypotheses as an input, and learns the priority between two hypotheses while sharing the same weights in the twin network. In addition, a score is given to each hypothesis through the proposed post-processing ranking algorithm, and hypotheses with a high score can be recommended to the commander in charge.
KW - Battlefield Analysis;Battlefield Awareness;Intelligent Command Control System;Artificial Intelligence;Ranking Algorithm
DO - 10.9708/jksci.2023.28.01.001
ER -

Geewon Suh, Yukyung Shin, Soyeon Jin, Woosin Lee, Jongchul Ahn and Changho Suh. (2023). Recommendation Model for Battlefield Analysis based on Siamese Network. Journal of The Korea Society of Computer and Information, 28(1), 1-8.

Geewon Suh, Yukyung Shin, Soyeon Jin, Woosin Lee, Jongchul Ahn and Changho Suh. 2023, "Recommendation Model for Battlefield Analysis based on Siamese Network", Journal of The Korea Society of Computer and Information, vol.28, no.1 pp.1-8. Available from: doi:10.9708/jksci.2023.28.01.001

Geewon Suh, Yukyung Shin, Soyeon Jin, Woosin Lee, Jongchul Ahn, Changho Suh "Recommendation Model for Battlefield Analysis based on Siamese Network" Journal of The Korea Society of Computer and Information 28.1 pp.1-8 (2023) : 1.

Geewon Suh, Yukyung Shin, Soyeon Jin, Woosin Lee, Jongchul Ahn, Changho Suh. Recommendation Model for Battlefield Analysis based on Siamese Network. 2023; 28(1), 1-8. Available from: doi:10.9708/jksci.2023.28.01.001

Geewon Suh, Yukyung Shin, Soyeon Jin, Woosin Lee, Jongchul Ahn and Changho Suh. "Recommendation Model for Battlefield Analysis based on Siamese Network" Journal of The Korea Society of Computer and Information 28, no.1 (2023) : 1-8.doi: 10.9708/jksci.2023.28.01.001

Geewon Suh; Yukyung Shin; Soyeon Jin; Woosin Lee; Jongchul Ahn; Changho Suh. Recommendation Model for Battlefield Analysis based on Siamese Network. Journal of The Korea Society of Computer and Information, 28(1), 1-8. doi: 10.9708/jksci.2023.28.01.001

Geewon Suh; Yukyung Shin; Soyeon Jin; Woosin Lee; Jongchul Ahn; Changho Suh. Recommendation Model for Battlefield Analysis based on Siamese Network. Journal of The Korea Society of Computer and Information. 2023; 28(1) 1-8. doi: 10.9708/jksci.2023.28.01.001

Geewon Suh, Yukyung Shin, Soyeon Jin, Woosin Lee, Jongchul Ahn, Changho Suh. Recommendation Model for Battlefield Analysis based on Siamese Network. 2023; 28(1), 1-8. Available from: doi:10.9708/jksci.2023.28.01.001

Geewon Suh, Yukyung Shin, Soyeon Jin, Woosin Lee, Jongchul Ahn and Changho Suh. "Recommendation Model for Battlefield Analysis based on Siamese Network" Journal of The Korea Society of Computer and Information 28, no.1 (2023) : 1-8.doi: 10.9708/jksci.2023.28.01.001