Digital Library

1. 1. Price Prediction Analysis Using Unidirectional and Bidirectional LSTM Models Based on Technical Indicators
   Jong-woo Ryu, Geon-hee Baek, Choon-Sung Nam, Vol. 26, No. 3, pp. 111-119, Jun. 2025
   10.7472/jksii.2025.26.3.111
   Keywords: Stock Price Prediction, LSTM, Features, Unidirectional, Bidirectional, RMSE
2. 2. Short-Term Forecasting of Photovoltaic Power Generation Using TimesNet: A Method of Transforming 1D Time Series Data into 2D Features
   Jung-Hyun Yang, Sang-uk Park, Vol. 25, No. 6, pp. 9-21, Dec. 2024
   10.7472/jksii.2024.25.6.9
   Keywords: TimesNet, solar power generation prediction, short-term prediction, Time Series Data, Energy Management, dimension transformation
3. 3. Enhancing Autonomous Vehicle RADAR Performance Prediction Model Using Stacking Ensemble
   Si-yeon Jang, Hye-lim Choi, Yun-ju Oh, Vol. 25, No. 2, pp. 21-28, Apr. 2024
   10.7472/jksii.2024.25.2.21
   Keywords: Automonous driving, Performance prediction, Radar, Stacking Ensemble
4. 4. A Machine Learning-based Popularity Prediction Model for YouTube Mukbang Content
   Beomgeun Seo, Hanjun Lee, Vol. 24, No. 6, pp. 49-55, Dec. 2023
   10.7472/jksii.2023.24.6.49
   Keywords: Machine Learning, YouTube, Mukbang, Popularity Prediction, Predictive model
5. 5. Deep Prediction of Stock Prices with K-Means Clustered Data Augmentation
   Kyounghoon Han, Huigyu Yang, Hyunseung Choo, Vol. 24, No. 2, pp. 67-74, Apr. 2023
   10.7472/jksii.2023.24.2.67
   Keywords: Stock Price Prediction, clustering, data augmentation, Deep Learning, Artificial intelligence
6. 6. TGC-based Fish Growth Estimation Model using Gaussian Process Regression Approach
   Juhyoung Sung, Sungyoon Cho, Da-Eun Jung, Jongwon Kim, Jeonghwan Park, Kiwon Kwon, Young Myoung Ko, Vol. 24, No. 1, pp. 61-69, Feb. 2023
   10.7472/jksii.2023.24.1.61
   Keywords: Gaussian process, thermal growth coefficient, growth prediction model, growth data, Water Temperature
7. 7. An Accurate Cryptocurrency Price Forecasting using Reverse Walk-Forward Validation
   Hyun Ahn, Baekcheol Jang, Vol. 23, No. 4, pp. 45-55, Aug. 2022
   10.7472/jksii.2022.23.4.45
   Keywords: Cryptocurrency, Price Prediction, Machine Learning
8. 8. A Study on Defense and Attack Model for Cyber Command Control System based Cyber Kill Chain
   Jung-Sik Lee, Sung-Young Cho, Heang-Rok Oh, Myung-Mook Han, Vol. 22, No. 1, pp. 41-50, Feb. 2021
   10.7472/jksii.2021.22.1.41
   Keywords: Cyber Command Control System, Cyber Kill Chain Model, Defense Model, attack model, threat classification/analysis/prediction framework
9. 9. Improved Slow Charge Scheme for non-communication Electric Vehiclesby Predicting Charge Demand
   Tae Uk Chang, Young Su Ryu, Ki Won Kwon, Jong Ho Paik, Vol. 21, No. 5, pp. 39-48, Oct. 2020
   10.7472/jksii.2020.21.5.39
   Keywords: Electric vehicle, charge schedule, distributed charge, demand prediction
10. 10. LSTM-based Business Process Remaining Time Prediction Model Featured in Activity-centric Normalization Techniques
    Seong-Hun Ham, Hyun Ahn, Kwanghoon Pio Kim, Vol. 21, No. 3, pp. 83-92, Jun. 2020
    10.7472/jksii.2020.21.3.83
    Keywords: predictive process monitoring, remaining time prediction, LSTM model, Deep Learning, Process Mining