Tze Yaang Ooi, Jun Kit Chaw, Hong Seng Gan, Tin Tin Ting, Ayodeji Olalekan Salau, Aitizaz Ali, Vol. 20, No. 2, February 28, 2026
10.3837/tiis.2026.02.004

• Borderline-SMOTE; Data augmentation; Non-communicable diseases
• sliding window
• Time Series

Sungwook Hur, Jieming Zhang, Moon-Hyun Kim, Tai-Myoung Chung, Vol. 19, No. 7, July 31, 2025
10.3837/tiis.2025.07.006

• Ensemble learning
• Hidden Markov Model
• Machine Learning
• Parkinson disease
• Time Series Data

Ran Tian, Bo Wang, Chu Wang, Vol. 18, No. 3, March 31, 2024
10.3837/tiis.2024.03.001

• Gated Recurrent Unit
• Attention Mechanism
• Commodities demand forecast
• Time Series
• Neural Network

Elumalaivasan Poongavanam, Padmanathan Kasinathan, Karunanithi Kandasamy, S. P. Raja, Vol. 17, No. 10, October 31, 2023
10.3837/tiis.2023.10.006

• Energy Demand
• Electricity Generation
• Fuzzy based RERNN
• GPC
• Information System
• Time Series

Shiyu Liu, Hongyan Qiao, Lianhong Yuan, Yuan Yuan, Jun Liu, Vol. 17, No. 6, June 30, 2023
10.3837/tiis.2023.06.002

• data augmentation
• Time Series
• GAN
• Deep Learning
• Neural Network

Xiaorui Shao, Lijiang Wang, Chang Soo Kim, Ilkyeun Ra, Vol. 15, No. 5, May 31, 2021
10.3837/tiis.2021.05.002

• CNN
• DWT
• Fault diagnosis
• multi-domain
• Time series Classification

Jun-Ki Hong, Vol. 15, No. 4, April 30, 2021
10.3837/tiis.2021.04.003

• Deep Learning
• Long Short-Term Memory(LSTM)
• Sales Forecasting
• Weather
• Time Series Prediction

Jungyu Ahn, Ju-Hong Lee, Vol. 12, No. 7, July 30, 2018
10.3837/tiis.2018.07.008

• Time Series
• clustering
• Similar Shape
• Modified K-Means

Zhi-ling Tang, Si-min Li, Vol. 11, No. 6, June 29, 2017
10.3837/tiis.2017.06.013

• cognitive radio
• spectrum sensing
• Recurrent Neural Network
• Time Series

Sanfeng Zhang, Di Huang, Yin Li, Vol. 9, No. 10, October 30, 2015
10.3837/tiis.2015.10.005

• opportunistic network
• optimal stopping
• link prediction
• Time Series