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基于多重解码器的自编码器模型的生物序列聚类方法

Biological Sequence Clustering Method Based on Multi-decoder Autoencoder Model
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摘要 提出一种基于多重解码器的自编码器模型,用于学习生物序列数据的表示,并使用k-means算法对序列的表示进行聚类.试验结果验证了提出的方法在DNA序列数据集上具有良好的性能. In this paper, an autoencoder model based on multi-decoder is proposed to learn the representation of biological sequence data, and thenk-means is used to cluster the representation of sequences.Experimental results show that the proposed method has good performance on DNA sequence data sets.
作者 陈城 林劼 CHEN Cheng;LIN Jie(School of Mathematics and Statistics,Fujian Normal University,Fuzhou 350117,China)
出处 《福建师范大学学报(自然科学版)》 CAS 2022年第6期1-9,共9页 Journal of Fujian Normal University:Natural Science Edition
基金 国家自然科学基金资助项目(61472082)。
关键词 生物序列聚类 自编码器 表示学习 biological sequence clustering autoencoder representation learning
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