CAE-CNN: Predicting transcription factor binding site with convolutional autoencoder and convolutional neural network

•Integrate the unsupervised and supervised method to predict the TF binding site.•CAE-CNN share the parameters, so the training time can be significantly reduced.•Effectively gradient-based training the model by the gating units.•Only use positive samples for pre-training to reduce the noise and imp...

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Veröffentlicht in:Expert systems with applications 2021-11, Vol.183, p.115404, Article 115404
Hauptverfasser: Zhang, Yongqing, Qiao, Shaojie, Zeng, Yuanqi, Gao, Dongrui, Han, Nan, Zhou, Jiliu
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Sprache:eng
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