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  1. Article

    Open Access

    A miRNA-disease association prediction model based on tree-path global feature extraction and fully connected artificial neural network with multi-head self-attention mechanism

    MicroRNAs (miRNAs) emerge in various organisms, ranging from viruses to humans, and play crucial regulatory roles within cells, participating in a variety of biological processes. In numerous prediction method...

    Hou Biyu, Li Mengshan, Hou Yuxin, Zeng Ming, Wang Nan, Guan Lixin in BMC Cancer (2024)

  2. Article

    Open Access

    Cluster energy prediction based on multiple strategy fusion whale optimization algorithm and light gradient boosting machine

    Clusters, a novel hierarchical material structure that emerges from atoms or molecules, possess unique reactivity and catalytic properties, crucial in catalysis, biomedicine, and optoelectronics. Predicting cl...

    Wu Wei, Li Mengshan, Wu Yan, Guan Lixin in BMC Chemistry (2024)

  3. Article

    Open Access

    Time series-based hybrid ensemble learning model with multivariate multidimensional feature coding for DNA methylation prediction

    DNA methylation is a form of epigenetic modification that impacts gene expression without modifying the DNA sequence, thereby exerting control over gene function and cellular development. The prediction of DNA...

    Wu Yan, Li Tan, Li Mengshan, Zhou Weihong, Sheng Sheng, Wang Jun, Wu Fu-an in BMC Genomics (2023)