Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series Classification

Jiseok Lee, Brian Kenji Iwana

Transfer learning is a common practice that alleviates the need for extensive data to train neural networks. It is performed by pre-training a model using a source dataset and fine…