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Titlebook: Artificial Neural Networks and Machine Learning – ICANN 2019: Theoretical Neural Computation; 28th International C Igor V. Tetko,Věra Kůrko

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A Comparative Analysis of Preprocessing Methods for Single-Trial Event Related Potential Detection framework. Therefore, the three different preprocessing methods could be compared. Also, three different classifiers (i.e., logistic regression (LR), k-nearest neighbors (kNN) and support vector machine (SVM)) were compared as well. In addition, the performance metrics utilized for this purpose wer
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Distinguishing Violinists and Pianists Based on Their Brain Signalse best classification performance on 20 seconds EEG segments, but this performance depends on the involved musicians’ expertise. Also, the brain signals of a cellist are demonstrated to be more similar to violinists’ signals than to pianists’ signals. In summary, this paper demonstrates that distinc
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DDRM-CapsNet: Capsule Network Based on Deep Dynamic Routing Mechanism for Complex Datarify the efficacy of our proposed network on complex data, we conduct experiments with a single model without using any ensembled methods and data augmentation techniques on five real-world complex datasets. The experimental results demonstrate that our proposed method achieves better accuracy resul
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Artificial Neural Networks and Machine Learning – ICANN 2019: Theoretical Neural Computation28th International C
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Norifumi Fujimura,Takeshi Yoshimura in line with a typical multi-modal retrieval system where the entire multi-modal pattern is expected to be retrieved even with a partial query pattern from any of the modalities. We present results related to these two issues on a large database of 7000. captioned-images and establish the practical
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Takeshi Kanashima,Masanori Okuyamaon, it is known that the optimum method of automatically adjusting parameters also differs depending on the value of .. In this study, we also conduct experiments at . and 16, and propose a method to automatically adjust the parameters of the chaotic complex-valued neuron model independently from th
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