Table 24 Hyperparameter tuning ranges.
From: PatternFusion: a hybrid model for pattern recognition in time-series data using ensemble learning
Hyperparameter | Range tested |
|---|---|
Window size | [20, 40, 60, 80, 100] |
Number of LSTM layers | [1, 2, 3, 4] |
LightGBM depth | [5, 10, 15, 20] |
CNN filter sizes | [3 × 3, 5 × 5, 7 × 7] |
Learning rate | [0.001, 0.01, 0.05, 0.1] |
