刘佳

 =>科研项目 

1. 国家自然科学基金青年项目, 62402395, 时空数据与知识联合驱动下的社交网络舆情溯源方法研究, 2025-01-01 至 2027-12-31, 在研, 主持

2. 四川省自然科学基金面上项目, 2025ZNSFSC0481, 面向城市多源异构数据的深度协同融合方法研究, 2025-01-01 至  2026-12-31, 在研, 主持 

3. 国家自然科学基金面上项目, 62176221, 面向城市时空大数据的深度协同融合与跨域联邦学习技术研究, 2022-01-01 至 2025-12-31, 在研, 主研 

4. 校人才引进项目，RX2200003690, 公共大数据融合与知识表示，2022-07-01 至 2024-12-31, 在研, 主持 

5. 国家科学技术部，重点研发计划课题，2019YFB2101802，城市知识库构建及语义协同挖掘，2019-12至2022-11，已结题，主研

=>学术论文成果网页:

(1) Google学术：https://scholar.google.com/citations?user=xc06DnYAAAAJ&hl=zh-CN&oi=ao

(2) Researchgate：https://www.researchgate.net/profile/Jia-Liu-167/research

=>部分学术成果：

2025年

1. Nijing Yang, Jia Liu, Xiang Lu, Hong Peng, Xiangxiang Wang, Yongbin Yu. Probabilistic impulsive effects and finite-time synchronization of fuzzy multiplicative stochastic coupled memristive neural networks[J]. Communications in Nonlinear Science and Numerical Simulation, 2025: 109130.  ( JCR Q1, 中科院SCI 二区）

2. Wei Huang, Junlin Chen, Dexian Wang，Pengfei Zhang, Jia Liu*，Tianrui Li . FedMDKGE: Multi-granularity Dynamic Knowledge Graph Embedding in Federated Learning[J]. International Journal of Computational Intelligence Systems, 2025, 18(1): 131.  (通讯作者, JCR Q2, 中科院SCI 四区）

3. Wei Hang, Feng Wang, Junling Chen, Jia Liu*, Zhiquan Liu, Tianrui Li. A Federated Framework for Air Quality Prediction with Pre-defined Graph and Adaptive Graph [J]. IEEE Internet of Things Journal. April 2025 (Early access). DOI:10.1109/JIOT.2025.3563956   (通讯作者, JCR Q1, 中科院SCI 二区）

4. Jia Liu, Ruotian Lan, Yajun Du, Xipeng Yuan, Huan Xu, Tianrui Li, Wei Huang. Pengfei Zhang. Big Data Fusion with Knowledge Graph: A Comprehensive Overview[J]. Applied Intelligence, 55, 672 (2025). DOI: 10.1007/s10489-025-06549-4 (JCR Q2，中科院 SCI三区)

5. Pengfei Zhang, Zhaoxuan He, Dexian Wang, Tao Jiang, Baolin Li, Jia Liu, Wei Huang, Tianrui Li. ODMGIS: An Outlier Detection Method Based on Multi-Granularity Information Sets[J]. IEEE Transactions on Fuzzy Systems, 2025:1-13. DOI:10.1109/TFUZZ.2025.3550749. (JCR Q1，中科院 SCI一区)

6. Sai Kang, YaJun Du, Xianyong Li, Xiaoliang Chen, Chunzhi Xie, Jia Liu, Yan-li Lee. Individual neighbor aware sentiment prediction approach based on irregular time series[J]. Expert Systems with Applications, 2025: 126687. (JCR Q1，中科院 SCI一区)

2024年

1. Jia Liu, Donghai Zhai, Wei Huang, Shenggong Ji, Junbo Zhang, Tianrui Li. Daily Schedule Recommendation in Urban Life Based on Deep Reinforcement Learning[J]. IEEE Transactions on Neural Networks and Learning Systems, 2024 (Early Access). DOI:10.1109/TNNLS.2024.3353215. (JCR Q1，中科院 SCI一区，影响因子：10.4)

2. Jia Liu, Nijing Yang, Yanli Lee, Wei Huang, Yajun Du, Tianrui Li, Pengfei Zhang. FedDAF: Federated deep attention fusion for dangerous driving behavior detection[J]. Information Fusion, 2024, 112: 102584. (JCR Q1，中科院 SCI一区，影响因子：18.6)

3. Wei Huang, Dexian Wang, Xiaocao Ouyang, Jihong Wan, Jia Liu*, Tianrui Li. Multimodal federated learning: Concept, methods, applications and future directions[J]. Information Fusion, 2024: 102576. ( 通讯作者，JCR Q1，中科院 SCI一区，影响因子：18.6)

4. Shun Yang, Yajun Du, Jia Liu, Xianyong Li, Xiaoliang Chen, Homgmei Gao, Xhunzhi Xie, Yanli Li. Few-shot multi-domain text intent classification with Dynamic Balance Domain Adaptation Meta-learning[J]. Expert Systems with Applications, 2024: 124429. (JCR Q1，中科院 SCI一区，影响因子：7.5)

5. Gang Wang, Yajun Du, Rurui Jiang, Jia Liu, Xianyong Li, Xiaoliang Chen, Homgmei Gao, Chunzhi Xie, Yanli Lee. Label-text bi-attention capsule networks model for multi-label text classification[J]. Neurocomputing, 2024, 588: 127671. (JCR Q1，中科院 SCI二区，影响因子：5.5)

2023年及之前

1. Jia Liu,  Wei Huang, Hao Li, Shenggong Ji, Yajun Du, Tianrui Li. SLAFusion: Attention fusion based on SAX and LSTM for dangerous driving behavior detection[J]. Information Sciences, 2023: 119063. (JCR Q1，中科院 SCI一区，影响因子：8.233)

2. Jia Liu, Tianrui Li, Shenggong Ji, Peng Xie, Shengdong Du, Fei Teng, Junbo Zhang. Urban flow pattern mining based on multi-source heterogeneous data fusion and knowledge graph embedding[J]. IEEE Transactions on Knowledge and Data Engineering, 2023, 35(02): 2133-2146. DOI: 10.1109/TKDE.2021.3098612. (JCR Q1，中科院 SCI二区，影响因子：9.235，年度SCF优秀论文奖，中国计算机学会A类期刊)

3. Jia Liu, Tianrui Li, Zhong Yuan, Wei Huang, Peng  Xie, Qianqian Huang. Symbolic aggregate approximation based data fusion model for dangerous driving behavior detection[J]. Information Sciences, 2022, 609: 626-643. (JCR Q1，中科院 SCI一区，影响因子：8.233)

4. Jia Liu, Wei Huang, Tianrui Li, Shenggong Ji Junbo Zhang. Cross-domain knowledge graph chiasmal embedding for multi-domain item-item recommendation. IEEE Transactions on Knowledge and Data Engineering, 2022, 35(5): 4621-4633. DOI: 10.1109/TKDE.2022.3151986. (JCR Q1，中科院 SCI二区，影响因子：9.235，中国计算机学会A类期刊)

5. Jia Liu, Tianrui Li, Peng Xie, Shengdong Du, Fei Teng, Xin Yang. Urban big data fusion based on deep learning: An overview[J]. Information Fusion, 2020, 53: 123-133. DOI:  10.1016/j.inffus.2019.06.016. (JCR Q1，中科院 SCI一区，影响因子：17.564)

6. Jia Liu, Yajun Du, Qing Li, Chunlong Fu. Social community evolution by combining gravitational relationship with community structure[J]. Intelligent Data Analysis, 2018, 22(5): 1143-1161. DOI: 10.3233/IDA-173561. (JCR Q4，中科院 SCI四区，影响因子：1.321)

7. Wei Huang, Jia Liu, Tianrui Li, Tianqiang Huang, Shenggong Ji, Jihong Wan. Daily schedule recommendation in a federated deep reinforcement learning framework[J]. IEEE Transactions on Knowledge and Data Engineering, 2023, 35(04): 3912-3924.(JCR Q1，中科院 SCI二区，影响因子：9.235，中国计算机学会A类期刊)

8. Wei Huang, Jia Liu, Tianrui Li, Shenggong Ji, Dexian Wang, Tianqiang Huang. FedCKE: Cross-Domain Knowledge Graph Embedding in Federated Learning[J]. IEEE Transactions on Big Data, 2022 (01): 1-12. (JCR Q1, 中科院SCI二区，影响因子：4.271)

9. Wei Huang, Tianrui Li, Jia Liu, Xie Xie, Shengdong Du, Fei Teng. An overview of air quality analysis by big data techniques: Monitoring, forecasting, and traceability[J]. Information Fusion, 2021(75): 28-40. DOI: 10.1016/j.inffus.2021.03.010. (JCR Q1，中科院 SCI一区，影响因子：17.564)

10. Peng Xie, Tianrui Li, Jia Liu, Shengdong Du, Xin Yang, Junbo Zhang. Urban flow prediction from spatiotemporal data using machine learning: A survey[J]. Information Fusion, 2020, 59: 1-12. DOI: 10.1016/j.inffus.2020.01.002. (JCR Q1，中科院 SCI一区，影响因子：17.564)

11. Dexian Wang, Tianrui Li, Deng Ping, Jia Liu, Wei Huang, Fan Zhang. A Generalized Deep Learning Algorithm based on NMF for Multi-view Clustering[J]. IEEE Transactions on Big Data, 2022. DOI: 10.1109/TBDATA.2022.3163584. (JCR Q1, 中科院SCI二区，影响因子：4.271)

12. Jihong Wan, Hongmei Chen, Tianrui Li, Zhong Yuan, Jia Liu, Wei Huang. Interactive and complementary feature selection via fuzzy multigranularity uncertainty measures[J]. IEEE Transactions on Cybernetics, 2021. DOI: 10.1109/TCYB.2021.3112203. (JCR Q1，中科院 SCI一区，影响因子：19.118)

13. Pengfei Zhang, Tianrui Li, Zhong Yuan, Chuan Luo, Guoqiang Wang, Jia Liu. A data-level fusion model for unsupervised attribute selection in multi-source homogeneous data[J]. Information Fusion, 2022, 80: 87-103. DOI: 10.1016/j.inffus.2021.10.017. (JCR Q1，中科院 SCI一区，影响因子：17.564)

14. Jia Liu, Yajun Du, Jizhong Ren. Micro-blog User Community Detection by Focusing on Micro-blog Content and Community Structure[C]//China Conference on Knowledge Graph and Semantic Computing. 2017: 92-103. (EI)

=>发明专利

1. 刘佳, 袁希鹏, 张鹏飞, 李艳丽, 黄维, 李显勇, 杜亚军. 基于深度学习的多尺度层次融合的多模态情感分析方法. 受理号：202510515386.8.  

2. 李天瑞, 刘佳, 谢鹏, 杜圣东, 滕飞. 基于数据融合和知识图谱嵌入的城市流量模式挖掘方法. 专利号:ZL202010878028.0. 授权公告号:CN111932026B.

3. 李天瑞, 刘佳, 黄维, 翟东海. 一种基于深度强化学习的日程安排推荐方法. 专利号:ZL202110171365.0. 授权公告号:CN112883262B.

4. 李天瑞, 黄维, 刘佳, 王德贤, 李崇寿, 滕飞. 基于联邦学习的多粒度动态知识图谱嵌入模型的构造方法. 专利号：ZL 2022 1 0666541.2. 授权公告号: CN115062159B.

5. 付春龍, 郑凌潇, 刘佳, 盛腾, 陶亮. 一种基于K-means算法的灌溉喷头布局方法. 专利号：ZL 2022 1 1418096.4. 授权公告号：CN115879695B.