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publications
Knowledge-Aware Deep Dual Networks for Text-Based Mortality Prediction
Published in IEEE ICDE, CCF A, 2019
Medical Data Mining
Recommended citation: Ning Liu, Pan Lu, Wei Zhang, Jianyong Wang. Knowledge-Aware Deep Dual Networks for Text-Based Mortality Prediction, 2019 IEEE 35th International Conference on Data Engineering (ICDE), 2019, pp. 1406-1417, doi: 10.1109/ICDE.2019.00127. https://ieeexplore.ieee.org/document/8731459
Transparent classification with multilayer logical perceptrons and random binarization
Published in AAAI, CCF A, 2020
Interpretable machine learning
Recommended citation: Zhuo Wang, Wei Zhang, Ning Liu, and Jianyong Wang. (2020). Transparent classification with multilayer logical perceptrons and random binarization. In Proceedings of the AAAI conference on artificial intelligence (Vol. 34, No. 04, pp. 6331-6339). https://arxiv.org/abs/1912.04695
MTHAM:Multitask Disease Progression Modeling Based on Hierarchical Attention Mechanism
Published in NDBC20, 2020
Deep Learning for Alzheimer’s disease
Recommended citation: 潘祖江, 刘宁, 张伟 and 王建勇, 基于层次注意力机制的多任务疾病进展模型. 计算机科学, 47(9), pp.185-189. http://www.jsjkx.com/CN/article/openArticlePDF.jsp?id=19362
Coupled Graph Neural Networks for Text-oriented Clinical Diagnosis Inference
Published in DASFAA, CCF B, 2020
Medical Data Mining
Recommended citation: Ning Liu, Wei Zhang , Xiuxing Li, Haitao Yuyan, Jianyong Wang. (2020) Coupled Graph Convolutional Neural Networks for Text-Oriented Clinical Diagnosis Inference. In: Nah Y., Cui B., Lee SW., Yu J.X., Moon YS., Whang S.E. (eds) Database Systems for Advanced Applications. DASFAA 2020. Lecture Notes in Computer Science, vol 12112. Springer, Cham. https://doi.org/10.1007/978-3-030-59410-7_26 https://link.springer.com/chapter/10.1007/978-3-030-59410-7_26
Prognostic significance of systemic immune-inflammation index-based nomogram for early stage hepatocellular carcinoma after radiofrequency ablation
Published in J Gastrointest Oncol. SCI, 2021
Risk prediction using nomogram
Recommended citation: Xin, Y., Yang, Y., Liu, N., Chen, Y., Wang, Y., Zhang, X., Li, X. and Zhou, X., 2021. Prognostic significance of systemic immune-inflammation index-based nomogram for early stage hepatocellular carcinoma after radiofrequency ablation. Journal of Gastrointestinal Oncology, 12(2), p.735. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8107607/
Susceptible Temporal Patterns Discovery for Electronic Health Records via Adversarial Attack
Published in DASFAA, CCF B, 2021
Adversial Attack for EHRs
Recommended citation: Zhang, Rui, Wei Zhang, Ning Liu, and Jianyong Wang. Susceptible Temporal Patterns Discovery for Electronic Health Records via Adversarial Attack. In International Conference on Database Systems for Advanced Applications, pp. 429-444. Springer, Cham, 2021. https://www.springerprofessional.de/en/susceptible-temporal-patterns-discovery-for-electronic-health-re/19040914
Scalable Rule-Based Representation Learning for Interpretable Classification
Published in NeuIPS, CCF A, 2021
Interpretable machine learning
Recommended citation: Zhuo Wang, Wei Zhang, Ning Liu, Jianyong Wang. Scalable Rule-Based Representation Learning for Interpretable Classification[C]//Thirty-Fifth Conference on Neural Information Processing Systems. 2021. https://arxiv.org/abs/2109.15103
Similarity-Aware Collaborative Learning for Patient Outcome Prediction
Published in DASFAA, CCF B, 2022
medical data mining
Recommended citation: Fuqiang Yu, Lizhen Cui*, Yiming Cao, Ning Liu*, Weiming Huang, Yonghui Xu. (2022). Similarity-Aware Collaborative Learning for Patient Outcome Prediction. In: Bhattacharya, A., et al. Database Systems for Advanced Applications. DASFAA 2022. Lecture Notes in Computer Science, vol 13246. Springer, Cham. https://doi.org/10.1007/978-3-031-00126-0_31 https://link.springer.com/chapter/10.1007/978-3-031-00126-0_31
KdTNet: Medical Image Report Generation via Knowledge-Driven Transformer
Published in DASFAA, CCF B, 2022
medical data mining
Recommended citation: Yiming Cao, Lizhen Cui, Fuqiang Yu, Lei Zhang, Zhen Li, Ning Liu, and Yonghui Xu. 2022. KdTNet: Medical Image Report Generation via Knowledge-Driven Transformer. In Database Systems for Advanced Applications: 27th International Conference, DASFAA 2022, Virtual Event, April 11–14, 2022, Proceedings, Part III. Springer-Verlag, Berlin, Heidelberg, 117–132. https://doi.org/10.1007/978-3-031-00129-1_8 https://dl.acm.org/doi/abs/10.1007/978-3-031-00129-1_8
Effective Few-Shot Named Entity Linking by Meta-Learning
Published in IEEE ICDE, CCF A, 2022
Entity Linking
Recommended citation: Xiuxing Li, Zhenyu Li, Zhengyan Zhang, Ning Liu, Haitao Yuan, Wei Zhang, Zhiyuan Liu, Jianyong Wang. "Effective Few-Shot Named Entity Linking by Meta-Learning," 2022 IEEE 38th International Conference on Data Engineering (ICDE), Kuala Lumpur, Malaysia, 2022, pp. 178-191, doi: 10.1109/ICDE53745.2022.00018. https://ieeexplore.ieee.org/document/9835266
Toward a Unified Framework for Unsupervised Complex Tabular Reasoning
Published in IEEE ICDE, CCF A, 2022
Data-Centric AI
Recommended citation: Zhenyu Li, Xiuxing Li, Zhichao Duan, Bowen Dong, Ning Liu, Jianyong Wang. "Toward a Unified Framework for Unsupervised Complex Tabular Reasoning," 2023 IEEE 39th International Conference on Data Engineering (ICDE), Anaheim, CA, USA, 2023, pp. 1691-1704, doi: 10.1109/ICDE55515.2023.00133. https://ieeexplore.ieee.org/document/10184763
An Efficient Reinforcement Learning Game Framework for UAV-Enabled Wireless Sensor Network Data Collection
Published in JCST, CCF T1, 2022
Data-Centric AI
Recommended citation: Tong Ding, Ning Liu*, Zhongmin Yan, Lei Liu*, Li-zhen Cui. An Efficient Reinforcement Learning Game Framework for UAV-Enabled Wireless Sensor Network Data Collection. J. Comput. Sci. Technol. 37, 1356–1368 (2022). https://doi.org/10.1007/s11390-022-2419-8. https://link.springer.com/article/10.1007/s11390-022-2419-8
Clinical Phenotyping Prediction via Auxiliary Task Selection and Adaptive Shared-Space Correction
Published in CACAI, CAAI A, 2023
Medical Data Mining
Recommended citation: Xiao Yang, Ning Liu*, Jianbo Qiao, Haitao Yuan, Teng Ma, Yonghui Xu, Lizhen Cui. (2022). Clinical Phenotyping Prediction via Auxiliary Task Selection and Adaptive Shared-Space Correction. In: Fang, L., Povey, D., Zhai, G., Mei, T., Wang, R. (eds) Artificial Intelligence. CICAI 2022. Lecture Notes in Computer Science(), vol 13605. Springer, Cham. https://doi.org/10.1007/978-3-031-20500-2_36 https://doi.org/10.1007/978-3-031-20500-2_36
Feature-Guided Logical Perception Network for Health Risk Prediction
Published in BIBM, CCF B, 2023
Medical Data Mining
Recommended citation: Fuqiang Yu, Lizhen Cui, Yiming Cao, Fanglin Zhu, Yonghui Xu, Ning Liu. "Feature-Guided Logical Perception Network for Health Risk Prediction," 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Las Vegas, NV, USA, 2022, pp. 1787-1790, doi: 10.1109/BIBM55620.2022.9995625. https://ieeexplore.ieee.org/abstract/document/9995625
Sample and Feature Enhanced Few-Shot Knowledge Graph Completion
Published in DASFAA, CCF B, 2023
Data-Centric AI
Recommended citation: Kai Zhang, Daokun Zhang, Ning Liu, Yonghua Yang, Yonghui Xu, Zhongmin Yan, Hui Li, Lizhen Cui. (2023). Sample and Feature Enhanced Few-Shot Knowledge Graph Completion. In: Wang, X., et al. Database Systems for Advanced Applications. DASFAA 2023. Lecture Notes in Computer Science, vol 13944. Springer, Cham. https://doi.org/10.1007/978-3-031-30672-3_54. https://link.springer.com/chapter/10.1007/978-3-031-30672-3_54
Logic Event Graph Enhanced Narrative Generation
Published in CSCWD, 2023
Knowledge Graph
Recommended citation: Caiyan Li, Lizhen Cui, Yonghui Xu, Ning Liu. Logic Event Graph Enhanced Narrative Generation, 2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD), Rio de Janeiro, Brazil, 2023, pp. 181-186, doi: 10.1109/CSCWD57460.2023.10152623. https://ieeexplore.ieee.org/document/10152623
Is it fair? Resource allocation for differentiated services on demands
Published in IEEE ICWS, CCF B, 2023
Knowledge enhanced applications
Recommended citation: Ran Zhang#, Ning Liu#, Lei Liu, Wei Zhang, Haitao Yuan, Mianxiong Dong, Lizhen Cui. "Is it fair? Resource allocation for differentiated services on demands," 2022 IEEE International Conference on Web Services (ICWS), Barcelona, Spain, 2022, pp. 355-360, doi: 10.1109/ICWS55610.2022.00059. https://doi.org/10.1109/ICWS55610.2022.00059
HealthNet: A Health Progression Network via Heterogeneous Medical Information Fusion
Published in IEEE TNNLS, CCF B, 2023
Medical Data Mining
Recommended citation: Fuqiang Yu, Lizhen Cui, Huanhuan Chen, Yiming Cao, Ning Liu, Weiming Huang, Yonghui Xu, Hua Lu. "HealthNet: A Health Progression Network via Heterogeneous Medical Information Fusion," in IEEE Transactions on Neural Networks and Learning Systems, vol. 34, no. 10, pp. 6940-6954, Oct. 2023, doi: 10.1109/TNNLS.2022.3202305. https://ieeexplore.ieee.org/abstract/document/9887968
Learning Interpretable Rules for Scalable Data Representation and Classification
Published in IEEE TPAMI, CCF A, 2024
Interpretable machine learning
Recommended citation: Zhuo Wang, Wei Zhang, Ning Liu, Jianyong Wang. "Learning Interpretable Rules for Scalable Data Representation and Classification," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 2, pp. 1121-1133, Feb. 2024, doi: 10.1109/TPAMI.2023.3328881. https://ieeexplore.ieee.org/document/10302393
Longitudinal assessment of the effects of passive training on stroke rehabilitation using fNIRS technology
Published in IJHCS, CCF A, 2024
Interpretable machine learning
Recommended citation: Tan Zou#, Ning Liu#, Wenfeng Wang, Qinbiao Li, and Lingguo Bu. 2024. Longitudinal assessment of the effects of passive training on stroke rehabilitation using fNIRS technology. Int. J. Hum.-Comput. Stud. 183, C (Mar 2024). https://doi.org/10.1016/j.ijhcs.2023.103202. https://dl.acm.org/doi/10.1016/j.ijhcs.2023.103202'
Performance Evaluation of Self-Similar GPS Scheduling: A Knowledge-Driven Dual-Task Deep Learning Approach
Published in IEEE TCCN, 中科院1区, 2024
knowledge-driven applications
Recommended citation: Ran Zhang, Ning Liu*, Lei Liu*, Mianxiong Dong, Kaoru Ota, Zhongmin Yan. "Performance Evaluation of Self-Similar GPS Scheduling: A Knowledge-Driven Dual-Task Deep Learning Approach," in IEEE Transactions on Cognitive Communications and Networking, vol. 10, no. 2, pp. 510-525, April 2024, doi: 10.1109/TCCN.2023.3328986. https://ieeexplore.ieee.org/document/10304300
talks
teaching
Introduction to Data Science (With Prof Lizhen Cui)
Undergraduate course, Shandong University, School of Software, 2023
Introduction to Python development for data science
Course, Shandong University, School of Software, 2023