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pro vyhledávání: '"Targonski, Colin"'
We introduce a novel method to unite deep learning with biology by which generative adversarial networks (GANs) generate transcriptome perturbations and reveal condition-defining gene expression patterns. We find that a generator conditioned to pertu
Externí odkaz:
http://arxiv.org/abs/1907.00118
Autor:
Niu, Sufeng, Chen, Siheng, Guo, Hanyu, Targonski, Colin, Smith, Melissa C., Kovačević, Jelena
In this paper, we introduce a generalized value iteration network (GVIN), which is an end-to-end neural network planning module. GVIN emulates the value iteration algorithm by using a novel graph convolution operator, which enables GVIN to learn and
Externí odkaz:
http://arxiv.org/abs/1706.02416
Autor:
Targonski, Colin, Bender, M. Reed, Shealy, Benjamin T., Husain, Benafsh, Paseman, Bill, Smith, Melissa C., Feltus, F. Alex
Publikováno v:
In Patterns 11 September 2020 1(6)
Publikováno v:
Chemical Science
We demonstrate a PointNet-based deep learning approach to classify local structure in molecular simulations, learning features directly from atomic coordinates.
Identifying local structure in molecular simulations is of utmost importance. The mo
Identifying local structure in molecular simulations is of utmost importance. The mo
Akademický článek
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