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Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation
Eitel, Fabian, Soehler, Emily, Bellmann-Strobl, Judith, Brandt, Alexander U., Ruprecht, Klemens, Giess, René M., Kuchling, Joseph, Asseyer, Susanna, Weygandt, Martin, Haynes, John-Dylan, Scheel, Michael, Paul, Friedemann, Ritter, Kerstin
Published in NeuroImage clinical (01.01.2019)
Published in NeuroImage clinical (01.01.2019)
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Selection of the Main Control Parameters for the Dst Index Prediction Model Based on a Layer-wise Relevance Propagation Method
Li, Y. Y., Huang, S. Y., Xu, S. B., Yuan, Z. G., Jiang, K., Wei, Y. Y., Zhang, J., Xiong, Q. Y., Wang, Z., Lin, R. T., Yu, L.
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Published in The Astrophysical journal. Supplement series (01.05.2022)
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Identification of voxel-based texture abnormalities as new biomarkers for schizophrenia and major depressive patients using layer-wise relevance propagation on deep learning decisions
Korda, A.I., Ruef, A., Neufang, S., Davatzikos, C., Borgwardt, S., Meisenzahl, E.M., Koutsouleris, N.
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Published in Psychiatry research. Neuroimaging (30.07.2021)
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Modelling and identification of characteristic kinematic features preceding freezing of gait with convolutional neural networks and layer-wise relevance propagation
Filtjens, Benjamin, Ginis, Pieter, Nieuwboer, Alice, Afzal, Muhammad Raheel, Spildooren, Joke, Vanrumste, Bart, Slaets, Peter
Published in BMC medical informatics and decision making (07.12.2021)
Published in BMC medical informatics and decision making (07.12.2021)
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Combining data assimilation and machine learning to estimate parameters of a convective‐scale model
Legler, S., Janjić, T.
Published in Quarterly journal of the Royal Meteorological Society (01.01.2022)
Published in Quarterly journal of the Royal Meteorological Society (01.01.2022)
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Relevance-based channel selection in motor imagery brain–computer interface
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Published in Journal of neural engineering (01.02.2023)
Published in Journal of neural engineering (01.02.2023)
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Interpretable deep learning as a means for decrypting disease signature in multiple sclerosis
Cruciani, F, Brusini, L, Zucchelli, M, Retuci Pinheiro, G, Setti, F, Boscolo Galazzo, I, Deriche, R, Rittner, L, Calabrese, M, Menegaz, G
Published in Journal of neural engineering (01.08.2021)
Published in Journal of neural engineering (01.08.2021)
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Feature Selection Based on Layer-Wise Relevance Propagation for EEG-based MI classification
Nam, Hyeonyeong, Kim, Jun-Mo, Kam, Tae-Eui
Published in The ... International Winter Conference on Brain-Computer Interface (20.02.2023)
Published in The ... International Winter Conference on Brain-Computer Interface (20.02.2023)
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Discriminating schizophrenia from normal controls using resting state functional network connectivity: A deep neural network and layer-wise relevance propagation method
Weizheng Yan, Plis, Sergey, Calhoun, Vince D., Shengfeng Liu, Rongtao Jiang, Tian-Zi Jiang, Jing Sui
Published in 2017 IEEE 27th International Workshop on Machine Learning for Signal Processing (MLSP) (01.09.2017)
Published in 2017 IEEE 27th International Workshop on Machine Learning for Signal Processing (MLSP) (01.09.2017)
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Explaining Deep Neural Network using Layer-wise Relevance Propagation and Integrated Gradients
Cik, Ivan, Rasamoelina, Andrindrasana David, Mach, Marian, Sincak, Peter
Published in 2021 IEEE 19th World Symposium on Applied Machine Intelligence and Informatics (SAMI) (21.01.2021)
Published in 2021 IEEE 19th World Symposium on Applied Machine Intelligence and Informatics (SAMI) (21.01.2021)
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Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation
Eitel, Fabian, Soehler, Emily, Bellmann-Strobl, Judith, Brandt, Alexander U, Ruprecht, Klemens, Giess, René M, Kuchling, Joseph, Asseyer, Susanna, Weygandt, Martin, Haynes, John-Dylan, Scheel, Michael, Paul, Friedemann, Ritter, Kerstin
Year of Publication 18.04.2019
Year of Publication 18.04.2019
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Developing the Interpretability of Deep Artificial Neural Network on Application Problems
Yang, Sheng-An, Yang, Meng-Han
Published in Proceedings (International Conference on Machine Learning and Cybernetics.) (01.07.2019)
Published in Proceedings (International Conference on Machine Learning and Cybernetics.) (01.07.2019)
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Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation
Eitel, Fabian, Soehler, Emily, Bellmann-Strobl, Judith, Brandt, Alexander U, Ruprecht, Klemens, Giess, René M, Kuchling, Joseph, Asseyer, Susanna, Weygandt, Martin, John-Dylan Haynes, Scheel, Michael, Friedemann, Paul, Ritter, Kerstin
Published in arXiv.org (18.04.2019)
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Published in arXiv.org (18.04.2019)
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Interpretable Convolutional Neural Networks for Subject-Independent Motor Imagery Classification
Bang, Ji-Seon, Lee, Seong-Whan
Published in The ... International Winter Conference on Brain-Computer Interface (21.02.2022)
Published in The ... International Winter Conference on Brain-Computer Interface (21.02.2022)
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Sensor Fusion for Analysis of Gait under Cognitive Load: Deep Learning Approach
Alharthi, Abdullah S, Yunas, Syed U, Ozanyan, Krikor B
Published in 2020 IEEE Sensors Applications Symposium (SAS) (01.03.2020)
Published in 2020 IEEE Sensors Applications Symposium (SAS) (01.03.2020)
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MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-Signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning
Banluesombatkul, Nannapas, Ouppaphan, Pichayoot, Leelaarporn, Pitshaporn, Lakhan, Payongkit, Chaitusaney, Busarakum, Jaimchariyatam, Nattapong, Chuangsuwanich, Ekapol, Chen, Wei, Phan, Huy, Dilokthanakul, Nat, Wilaiprasitporn, Theerawit
Published in IEEE journal of biomedical and health informatics (01.06.2021)
Published in IEEE journal of biomedical and health informatics (01.06.2021)
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Deep neural network heatmaps capture Alzheimer’s disease patterns reported in a large meta-analysis of neuroimaging studies
Wang, Di, Honnorat, Nicolas, Fox, Peter T., Ritter, Kerstin, Eickhoff, Simon B., Seshadri, Sudha, Habes, Mohamad
Published in NeuroImage (Orlando, Fla.) (01.04.2023)
Published in NeuroImage (Orlando, Fla.) (01.04.2023)
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