科学研究情况
1、承担项目情况
[1] 大连海事大学基本科研业务经费：阿尔兹海默症早期自动检测中音频信号多模态特征提取方法研究；项目编号：3132023224 2023.01-2023.12（主持）
[2] 国家自然科学基金委员会面上项目：基于自然语言处理和反绎学习的航运信用评估模型研究；项目编号：62372077 2024-01-01 至 2027-12-31（参与）
[3] 欧洲玛丽居里地平线 2020：Training Network on Automatic Processing of PAthological Speech（TAPAS）；项目编号：766287 2018.10-2021.09（参与）
2、发表学术论文情况
部分会议文章
1. Pan, Yilin, T. Zheng, and C. Chen, "I-vector kullback-leibler divisive normalization for plda speaker verification", in 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2017, pp. 56–60.
2. Pan, Yilin, B. Mirheidari, M. Reuber, A. Venneri, D. Blackburn, and H. Christensen, "Automatic hierarchical attention neural network for detecting AD.", in INTERSPEECH, 2019, pp. 4105–4109.
3. Pan, Yilin, B. Mirheidari, M. Reuber, A. Venneri, D. Blackburn, and H. Christensen, "Improving detection of Alzheimer's Disease using automatic speech recognition to identify high-quality segments for more robust feature extraction", in INTERSPEECH, 2020, pp. 4961–4965.
4. Pan, Yilin, B. Mirheidari, Z. Tu, R. O'Malley, T. Walker, A. Venneri, M. Reuber, D. Blackburn, and H. Christensen, "Acoustic feature extraction with interpretable deep neural network for neurodegenerative related disorder classification", in INTERSPEECH, 2020, pp. 4806–4810.
5. Pan, Yilin, V. S. Nallanthighal, D. Blackburn, H. Christensen, and A. Härmä, "Multi-task estimation of age and cognitive decline from speech", in ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, 2021, pp. 7258–7262.
6. Pan, Yilin∗, Mirheidari, Bahman∗, J. M. Harris, J. C. Thompson, M. Jones, J. S. Snowden, D. Blackburn, and H. Christensen, "Exploring using the outputs of different automatic speech recognition paradigms for acoustic- and bert-based Alzheimer's dementia detection through spontaneous speech", in INTERSPEECH, 2021 (*co-author), pp. 3810–3814.
期刊文章
1. Pan, Yilin, M. Lu, Y. Shi, et al. A Path Signature Approach for Speech-based Dementia Detection[J]. IEEE Signal Processing Letters, 2023.
2. Pan, Yilin, B. Mirheidari, D. Blackburn, and H. Christensen. A Two-Step Attention-Based Feature Combination Cross-Attention System for Speech-Based Dementia Detection[J]. IEEE Transactions on Audio, Speech and Language Processing, 2025.
谷歌个人主页
https://scholar.google.com/citations?user=N1vZXJsAAAAJ&hl=zh-CN
3、获得授权专利情况
4、出版学术专著情况
