TSEM: Temporally-Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series

Author:

Pham Anh-Duy,Kuestenmacher Anastassia,Ploeger Paul G.

Publisher

Springer Nature Switzerland

Reference25 articles.

1. Assaf, R., Giurgiu, I., Bagehorn, F., Schumann, A.: MTEX-CNN: multivariate time series explanations for predictions with convolutional neural networks. In: 2019 IEEE International Conference on Data Mining (ICDM), pp. 952–957. IEEE (2019)

2. Bagnall, A., et al.: The UEA multivariate time series classification archive (2018). arXiv preprint arXiv:1811.00075 (2018)

3. Brendel, W., Bethge, M.: Approximating CNNs with bag-of-local-features models works surprisingly well on imagenet. arXiv preprint arXiv:1904.00760 (2019)

4. Chattopadhay, A., Sarkar, A., Howlader, P., Balasubramanian, V.N.: Grad-CAM++: generalized gradient-based visual explanations for deep convolutional networks. In: 2018 IEEE Winter Conference on Applications of Computer Vision (WACV), pp. 839–847. IEEE (2018)

5. Chen, C., Li, O., Tao, D., Barnett, A., Rudin, C., Su, J.K.: This looks like that: deep learning for interpretable image recognition. In: Advances in Neural Information Processing Systems 32 (2019)

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