基本信息

姓名：刘夏

性别：女

出生年份：1993年生

教育背景：兰州大学&青海师范大学联合培养计算机科学与技术专业工学博士

职称/职务：讲师，硕士生导师

联系方式：liux@hueb.edu.cn

科研背景与成果

曾参与和主持多项医工交叉——脑科学研究领域纵向课题，在国内外学术期刊（Journal of Magnetic Resonance Imaging, Computers in Biology and Medicine, Brain Imaging and Behavior等）上发表科研论文十余篇。

研究方向

包括：脑龄预测、医学影像、脑电/磁信号分析、深度学习、多模态融合算法等。在脑科学与计算机及人工智能交叉领域，基于计算科学原理，专注大脑老化模型的构建工作，致力开发先进的脑连接组学计算技术和模式识别算法，建立更有效的脑龄预测模型，以进一步探究大脑老化模式与脑老化疾病的计算机辅助诊断和准确识别。

教学情况

主讲《机器学习实践》、《离散结构与应用》、《人工智能导论》、《数据结构》等课程。

科研项目

[1]河北省高等公司青年拔尖人才计划项目，"基于多模态脑影像的脑龄预测与大脑老化问题研究"，主持。

[2]365英国上市公司校级科研项目一般课题，"基于脑信号与计算科学探究脑老化机制"，主持。

发表论文

[1] Liu, Xia, ... & Hu, Bin. "Brain age estimation using multi-feature-based networks." Computers in Biology and Medicine 143 (2022): 105285.

[2] Zhang, Yu, ... & Liu, Xia, ... & Hu, Bin. "Improving brain age prediction with anatomical feature attention-enhanced 3D-CNN." Computers in Biology and Medicine 169 (2024): 107873.

[3] Liu, Xia, ... & Hu, Bin. "The brain activation of anxiety disorders with emotional stimuli—an fMRI ALE meta-analysis." Neurocase 28.5 (2022): 448-457.

[4] Zhao, L., ... & Liu, Xia, ... & Hu, Bin. "An Attention-Based Hemispheric Relation Inference Network for Perinatal Brain Age Prediction." IEEE Journal of Biomedical and Health Informatics (2024).

[5] Wang, Yin, ... & Liu, Xia, ... & Hu, Bin. "Age-related differences of cortical topology across the adult lifespan: Evidence from a multisite MRI study with 1427 individuals." Journal of Magnetic Resonance Imaging 57.2 (2023): 434-443.

[6]Liu Xia, Zheng Guowei, Beheshti Iman, et al. "Low-Rank Tensor Fusion for Enhanced Deep Learning-Based Multimodal Brain Age Estimation". Brain Sciences, 2024, 14(12): 1252.

[7]Liu Xia, Yue Zike, Yin Yadi. "Unveiling Accelerated Brain Aging in Aphasia: Sex Differences Revealed by the Brain-PAD." Proceedings of the 2025 2nd Symposium on Big Data, Neural Networks, and Deep Learning. 2025: 357-362.

[8]Zhang Mingyang, Liu Xia*, et al. "Decoding alzheimer’s: The role of EEG rhythms and aperiodic components in cognitive decline". Clinical Neurophysiology, 2025: 2111437.