Synthesizing Time-Series Gene Expression Data to Enhance Network Inference Performance Using Autoencoder

It is a challenge to infer a gene regulatory network from time-series gene expression data in the systems biology field. A lack of gene expression data samples is a factor limiting the performance of the inference methods. To resolve this problem, we propose a novel autoencoder-based approach that s...

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Bibliographic Details
Main Authors: Cao-Tuan Anh, Yung-Keun Kwon
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/15/10/5768
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