曹萌 讲师

Email:caomeng@njfu.edu.cn

办公电话:

研究领域:社会网络分析,异质网络数据挖掘,算法公平性

职务:

系科:计算机科学与工程系

个人简历:

曹萌,女,南京林业大学信息科学技术学院、人工智能学院讲师。2023年9月博士毕业于南京大学计算机科学与技术系。主要研究方向为社会网络分析,异质网络数据挖掘,算法公平性。

论文和专著:

[1]  Meng Cao, Mingcai Chen, Jianqing Song, Chenxuan Fang, Chongjun Wang. A Flexible Debiasing Framework for Fair Heterogeneous Information Network Embedding[C]// European Conference on Artificial Intelligence (ECAI), 2023: 343-350.  

[2]  Meng Cao, Jianqing Song, Jinliang Yuan, Baoming Zhang, Chongjun Wang. FairHELP: Fairness- Aware Heterogeneous Information Network Embedding for Link Prediction [C]//International Conference on Database Systems for Advanced Applications (DASFAA), 2023: 320-330.

[3]  Meng Cao, Jinliang Yuan, Hualei Yu, Baoming Zhang, Chongjun Wang. Self‐supervised Short Text Classification with Heterogeneous Graph Neural Networks[J]. Expert Systems, 2023: e13249.

[4] Meng Cao, Jinliang Yuan, Ming Xu, Hualei Yu, Chongjun Wang. Local Structural Aware Heterogeneous Information Network Embedding Based on Relational Self-Attention Graph Neural Network[J]. IEEE Access, 2021(9): 88301-88312.

[5]  Hussain Hussain, Meng Cao, Sandipan Sikdar, Denis Helic, Elisabeth Lex, Markus Strohmaier, Roman Kern. Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural Networks[C]//IEEE International Conference on Data Mining (ICDM), 2022: 975-980.

[6]  Meng Cao, Xiying Ma, Kai Zhu, Ming Xu, Chongjun Wang. Heterogeneous Information Network Embedding with Convolutional Graph Attention Networks[C]//International Joint Conference on Neural Networks (IJCNN), 2020: 1-8.

[7]  Meng Cao, Xiying Ma, Ming Xu, Chongjun Wang. Heterogeneous Information Network Embedding with Meta-path-based Graph Attention Networks[C]//International Conference on Artificial Neural Networks (ICANN), 2019: 622-634.

[8]  Meng Cao, Yunhao Zhu, Robert O’ Rourke, Huaideng Wang, Jie Yuan, Qian Cheng, Guan Xu, Xueding Wang, Paul Carson. Adipocyte Property Evaluation with Photoacoustic Spectrum Analysis: A Feasibility Study on Human Tissues[C]//Photons Plus Ultrasound: Imaging and Sensing 2017, 2017, 10064: 789-794.

[9]  Meng Cao, Ting Feng, Jie Yuan, Guan Xu, Xueding Wang, Paul L. Carson. Spread Spectrum Photoacoustic Tomography with Image Optimization[J]. IEEE Transactions on Biomedical Circuits and Systems, 2016, 11(2): 411-419.

[10] Meng Cao, Jie Yuan, Sidan Du, Guan Xu, Xueding Wang, Paul L. Carson, Xiaojun Liu. Full-View Photoacoustic Tomography Using Asymmetric Distributed Sensors Optimized with Compressed Sensing Method[J]. Biomedical Signal Processing and Control, 2015, 21: 19-25.

[11] Meng Cao, Ting Feng, Jie Yuan, Sidan Du, Xiaojun Liu, Xueding Wang, Paul L. Carson. Novel Optimization Method for Multi-Dimensional Breast Photoacoustic Tomography [C]//Optics in Health Care and Biomedical Optics VI, 2014, 9268: 163-168.

[12] Jinliang Yuan, Meng Cao, Hao Cheng, Hualei Yu, Junyuan Xie, Chongjun Wang. A Unified Structure Learning Framework for Graph Attention Networks[J]. Neurocomputing, 2022, 495, 194-204.

[13] Ming Xu, Baoming Zhang, Jinliang Yuan, Meng Cao, Chongjun Wang. NED-GNN: Detecting and Dropping Noisy Edges in Graph Neural Networks[C]//Asia-Pacific Web (APWeb) and Web-Age Information Management (WAIM) Joint International Conference on Web and Big Data, 2022: 91-105.

[14] Jinliang Yuan, Hualei Yu, Meng Cao, Ming Xu, Junyuan Xie, Chongjun Wang. Semi-Supervised and Self-Supervised Classification with Multi-View Graph Neural Networks[C]// International Conference on Information and Knowledge Management (CIKM), 2021: 2466-2476.

[15] Hualei Yu, Jinliang Yuan, Hao Cheng, Meng Cao, Chongjun Wang. GSAPool: Gated Structure Aware Pooling for Graph Representation Learning[C]//2021 International Joint Conference on Neural Networks (IJCNN), 2021: 1-8.

[16] Ming Xu, Luoyi Zhang, Baoming Zhang, Meng Cao, Jinliang Yuan, Chongjun Wang. EPINE: Enhanced Proximity Information Network Embedding[C]// 2021 IEEE International Conference on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/Social- Com/SustainCom), 2021: 143-150.

[17] Kai Zhu, Meng Cao, A Semantic Subgraphs Based Link Prediction Method for Heterogeneous Social Networks with Graph Attention Networks[C]//2020 International Joint Conference on Neural Networks (IJCNN), 2020: 1-8.

[18] Ting Feng, Yunhao Zhu, Kenneth M. Kozloff, Basma Khoury, Yejing Xie, Xueding Wang, Meng Cao, Jie Yuan, Dean Ta, Qian Cheng. Bone Chemical Composition Assessment with Multi-Wavelength Photoacoustic Analysis [J]. Applied Sciences, 2020, 10(22): 8214.

[19] Kai Zhu, Meng Cao, Hengyang Lu, Chongjun Wang. MALP: A More Effective Meta-Paths Based Link Prediction Method in Partially Aligned Heterogeneous Social Networks[C]//2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI), 2019: 644-651.

[20] Xiang Ma, Meng Cao, Qinghong Shen, Jie Yuan, Ting Feng, Qian Cheng, Xueding Wang, Alexandra R. Washabaugh, Nicki A. Baker, Carey N. Lumeng, Robert W. O’ Rourke. Adipocyte Size Evaluation Based on Photoacoustic Spectral Analysis Combined with Deep Learning Method[J]. Applied Sciences, 2018, 8(11): 2178.

[21] Janggun Jo, Guan Xu, Meng Cao, April Marquardt, Sheeja Francis, Girish Gandikota, Xueding Wang. A Functional Study of Human Inflammatory Arthritis Using Photoacoustic Imaging[J]. Scientific Reports, 2017, 7(1): 15026.

[22] Meng Ye, Meng Cao, Jie Yuan, Yudi Chen, Qian Cheng, Chao Tao, Xiaojun Liu, Guan Xu, Xueding Wang. Adaptive Speed of Sound Correction with Photoacoustic Tomography for Imaging Quality Optimization[J]. Chinese Optics Letters, 2016, 14(8): 081701.

[23] Meng Ye, Meng Cao, Ting Feng, Jie Yuan, Qian Cheng, Xiaojun Liu, Guan Xu, Xueding Wang. Automatic Speed of Sound Correction with Photoacoustic Image Reconstruction[C]//Photons Plus Ultrasound: Imaging and Sensing 2016, 2016, 9708: 601-606.

[24] Ting Feng, Kenneth M. Kozloff, Meng Cao, Qian Cheng, Jie Yuan, Xueding Wang. Study of Photoacoustic Measurement of Bone Health Based on Clinically Relevant Models[C]//Photonic Therapeutics and Diagnostics XII, 2016, 9689: 470-474.


教授课程:

计算机基础、数据库原理及应用、现代人工智能