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**Original article:** N. Strodthoff, P. Wagner, T. Schaeffter, and W. Samek, ‘Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL’, IEEE Journal of Biomedical and Health Informatics, v…
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Dear team,
if I would like to do composite LRP using iNNvestigate as described in the [Figure 10.4](https://media.springernature.com/original/springer-static/image/chp%3A10.1007%2F978-3-030-28954-6…
enryH updated
3 years ago
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Na legislatura 52, os deputados SAMEK - 74384, e HENRIQUE MEIRELLES - 133999 não constam na busca por legislatura:
- https://dadosabertos.camara.leg.br/api/v2/deputados?idLegislatura=52&pagina=6&it…
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“Integrative Learning - Multi-modal, Complex and Complete Models” & “Epilogue: You in the Loop” in Thinking with Deep Learning, Chapters 17 & Epilogue; “[Explainable Deep Learning: Concepts, Methods, …
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[Layer-wise relevance propagation for neural networks with local renormalization layers](https://link.springer.com/chapter/10.1007/978-3-319-44781-0_8)
Layer-wise relevance propagation is a framework…
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[Layer-Wise Relevance Propagation for Deep Neural Network Architectures](https://link.springer.com/chapter/10.1007/978-981-10-0557-2_87)
We present the application of layer-wise relevance propagation…
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[Explaining nonlinear classification decisions with deep taylor decomposition](https://www.sciencedirect.com/science/article/pii/S0031320316303582)
Nonlinear methods such as Deep Neural Networks (DNN…
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[Interpretable deep neural networks for single-trial EEG classification](https://www.sciencedirect.com/science/article/pii/S0165027016302333)
_Background_
In cognitive neuroscience the potential of …
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[Evaluating the Visualization of What a Deep Neural Network Has Learned](http://ieeexplore.ieee.org/document/7552539/)
Deep neural networks (DNNs) have demonstrated impressive performance in complex …
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## 一言でいうと
DNNの判断を理解するための研究のまとめ。ネットワークが反応する入力を見つける方法(Activation Maximizationなど)、判断根拠となった特徴を入力にマップする方法(Relevance Propagationなど)などを紹介、説明力の比較方法についても記載している
### 論文リンク
https://arxiv.org/abs/1706.079…