status

1999.09-2003.07 大连理工大学 计算机科学与技术专业 本科
2007.09-2009.12 大连理工大学 计算机应用 硕士
2011.09-2014.10 大连理工大学 计算机技术 博士
2003.07-2014.12 大连理工大学 计算机技术实验室 工程师
2014.12-2016.09 大连理工大学 计算机技术实验室 高级工程师 实验室主任
2016.09-2017.09 斯坦福大学 Center for Biomedical Informatics Research (BMIR) 博士后
2017.09-2018.09 美国国立卫生研究院 National Center for Biotechnology Information (NCBI) 博士后
2018.09-2019.12 大连理工大学 计算机技术实验室 高级工程师 实验室主任
2019.12-2021.07 大连海事大学 信息科学技术学院 副教授
2021.07-至今 大连海事大学 信息科学技术学院 教授
自然语言处理导论
人工神经网络及深度学习
数据仓库与决策支持系统
自然语言处理、医学文本挖掘、社会媒体计算

1 Temporal Protein Complex Identification Based on Dynamic Heterogeneous Protein Information Network Representation Learning IEEE ACM Trans. Comput. Biol. Bioinform 2024 SCI Zeqian Li, Yijia Zhang, Peixuan Zhou

2 SADR: Self-supervised Graph Learning with Adaptive Denoising for Drug Repositioning IEEE ACM Trans. Comput. Biol. Bioinform 2024 SCI Sichen Jin, Yijia Zhang, Huimin Yu, Mingyu Lu

3 Semantic-enhanced Graph Contrastive Learning with Adaptive Denoising for Drug Repositioning IEEE J Biomed Health Inform 2024 SCI Huimin Yu, Mingyu Lu, Zeqian Li, Yijia Zhang

4 Aspect category sentiment analysis based on prompt-based learning with attention mechanism Neurocomputing 2024 SCI Ping Zhichao, Sang Guoming, Liu Zhi, Zhang Yijia

5 MPTN: A message-passing transformer network for drug repurposing from knowledge graph Computers in Biology and Medicine 2024 SCI Liu Yuanxin, Sang Guoming, Liu Zhi, Pan Yilin, Cheng Junkai, Zhang Yijia

6 IMAEN: An interpretable molecular augmentation model for drug–target interaction prediction Expert Systems with Applications 2024 SCI Zhang Jing, Liu Zhi, Pan Yaohua, Lin Hongfei, Zhang Yijia

7 Mutil-medical image encryption by a new spatiotemporal chaos model and DNA new computing for information security Expert Systems with Applications 2024 SCI Liu Huipeng, Teng Lin, Zhang Yijia, Si Ruiying, Liu Pengbo

8 FeMIP: detector-free feature matching for multimodal images with policy gradient Applied Intelligence 2023 SCI Di Yide, Liao Yun, Zhou Hao, Zhu Kaijun, Zhang Yijia, Duan Qing, Liu Junhui, Lu Mingyu

9 MIVI: multi-stage feature matching for infrared and visible image The Visual Computer 2023 SCI Di Yide, Liao Yun, Zhu Kaijun, Zhou Hao, Zhang Yijia, Duan Qing, Liu Junhui, Lu Mingyu

10 MKCL: Medical Knowledge with Contrastive Learning model for radiology report generation J. Biomed. 2023 SCI Hou Xiaodi, Liu Zhi, Li Xiaobo, Li Xingwang, Sang Shengtian, Zhang Yijia

11 Multidimensional Domain Knowledge Framework for Poet Profiling Electronics 2023 SCI Zhou Ai, Zhang Yijia, Lu Mingyu

12 Automatic International Classification of Diseases Coding via Note-Code Interaction Network with Denoising Mechanism Journal of Computational Biology 2023 SCI Li Xiaobo, Zhang Yijia, Li Xingwang, Pan Xianwei, Wang Jian, Lu Mingyu

13 Extracting Mutant-Affected Protein–Protein Interactions via Gaussian-Enhanced Representation and Contrastive Learning Journal of Computational Biology 2023 SCI Liu Da, Zhang Yijia, Yang Ming, Yuan Jianyuan, Qu Wen

14 Protein Complex Identification Based on Heterogeneous Protein Information Network Journal of Computational Biology 2023 SCI Zhou Peixuan, Zhang Yijia, Li Zeqian, Pang Kuo, Zhao Di

15 MAFN: multi-level attention fusion network for multimodal named entity recognition Multimedia Tools and Applications 2023 SCI Zhou Xiaoying, Zhang Yijia, Wang Zhuang, Lu Mingyu, Liu Xiaoxia

16 DTI-MACF: Drug-Target Interaction Prediction via Multi-component Attention Network proceedings of the International Conference on Intelligent Computing (ICIC) 2023 EI Deng Jiejin, Zhang Yijia, Zhang Jing, Pan Yaohua, Lu Mingyu

17 Radiology Report Generation via Visual Recalibration and Context Gating-Aware proceedings of the International Symposium on Bioinformatics Research and Applications (ISBRA) 2023 EI Hou Xiaodi, Sang Guoming, Liu Zhi, Li Xiaobo, Zhang Yijia

18 Self Question-Answering: Aspect Sentiment Triplet Extraction via a Multi-MRC Framework Based on Rethink Mechanism Proceedings of the 22nd Chinese National Conference on Computational Linguistics (CCL) 2023 EI Zhang Fuyao, Zhang Yijia, Wang Mengyi, Yang Hong, Lu Mingyu, Yang Liang

19 P-MNER: Cross Modal Correction Fusion Network with Prompt Learning for Multimodal Named Entity Recognitiong Proceedings of the 22nd Chinese National Conference on Computational Linguistics (CCL) 2023 EI Zhuang Wang, Yijia Zhang, Kang An, Xiaoying Zhou, Mingyu Lu, Hongfei Lin

20 Adversarial Network with External Knowledge for Zero-Shot Stance Detection Proceedings of the 22nd Chinese National Conference on Computational Linguistics (CCL) 2023 EI Chunling Wang, Yijia Zhang, Xingyu Yu, Guantong Liu, Fei Chen, Hongfei Lin

21 Syntactic Type-aware Graph Attention Network for Drug-drug Interactions and their Adverse Effects Extraction BIBM 2022 2022 EI Peng Chen, Jian Wang, Hongfei Lin, Yichen Wang, Di Zhao, Yijia Zhang

22 Conditional Probability Joint Extraction of Nested Biomedical Events: Design of a Unified Extraction Framework Based on Neural Networks JMIR Med Inform. 2022 SCI Yan Wang, Jian Wang, Huiyi Lu, Bing Xu, Yijia Zhang, Santosh Kumar Banbhrani, Hongfei Lin

23 Emotion-Based Reinforcement Attention Network for Depression Detection on Social Media: Algorithm Development and Validation JMIR Med Inform. 2022 SCI Bin Cui, Jian Wang, Hongfei Lin, Yijia Zhang, Liang Yang, Bo Xu

24 A Syntactic Information–Based Classification Model for Medical Literature: Algorithm Development and Validation Study JMIR Med Inform. 2022 SCI Wentai Tang, Jian Wang, Hongfei Lin, Di Zhao, Bo Xu, Yijia Zhang, Zhihao Yang

25 Infusing Dependency Syntax Information into a Transformer Model for Document-Level Relation Extraction from Biomedical Literature CHIP2022 2022 EI Ming Yang, Yijia Zhang,Da Liu, Wei Du, Yide Di and Hongfei Lin

26 C-TRANSFORMER MODEL IN CHINESE POETRY AUTHORSHIP ATTRIBUTION" "International Journal of Innovative Computing, Information and Control 2022 EI Ai Zhou, Yijia Zhang and Mingyu Lu

27 Heterogeneous Adaptive Denoising Networks for Recommendation NCAA  2022 2022 EI Sichen Jin, Yijia Zhang, Mingyu Lu

28 Biomedical cross-sentence relation extraction via multihead attention and graph convolutional networks. Appl. Soft Comput. 2021 SCI Di Zhao, Jian Wang, Hongfei Lin, Xin Wang, Zhihao Yang, Yijia Zhang

29 JLAN: medical code prediction via joint learning attention networks and denoising mechanism BMC Bioinform 2021 SCI Xingwang Li, Yijia Zhang, Faiz ul Islam, Deshi Dong, Hao Wei, Mingyu Lu

30 Improving biomedical word representation with locally linear embedding Neurocomputing  2021 SCI Di Zhao, Jian Wang, Yonghe Chu, Yijia Zhang, Zhihao Yang, Hongfei Lin

31 Sentence representation with manifold learning for biomedical texts Knowl. Based Syst. 2021 SCI Di Zhao, Jian Wang, Hongfei Lin, Yonghe Chu, Yan Wang, Yijia Zhang, Zhihao Yang

32 Medical code prediction via capsule networks and ICD knowledge BMC Medical Informatics Decis. Mak.  2021 SCI Weidong Bao, Hongfei Lin, Yijia Zhang, Jian Wang, Shaowu Zhang

33 Hierarchical matching network for multi-turn response selection in retrieval-based chatbots Soft Comput. 2021 SCI Hui Ma, Jian Wang, Hongfei Lin, Yijia Zhang

34 Multifeature Fusion Attention Network for Suicide Risk Assessment Based on Social Media: Algorithm Development and Validation JMIR Med Inform. 2021 SCI Jiacheng Li, Shaowu Zhang, Yijia Zhang, Hongfei Lin, Jian Wang

35 Improving Human Happiness Analysis Based on Transfer Learning: Algorithm Development and Validation JMIR Med Inform. 2021 SCI Lele Yu, Shaowu Zhang, Yijia Zhang, Hongfei Lin

36 Co-Attentive Span Network with Multi-task learning for Biomedical Named Entity Recognition BIBM 2021 2021 EI Peng Chen, Jian Wang, Hongfei Lin, Yijia Zhang, Zhihao Yang, Di Zhao,Hui Ma

37 LDA-Transformer Model in Chinese Poetry Authorship Attribution CCIR 2021 2021 EI Ai Zhou, Yijia Zhang, Hao Wei, Mingyu Lu

38 Aspect Fusion Graph Convolutional Networks for Aspect-Based Sentiment Analysis CCIR 2021 2021 EI Fuyao Zhang, Yijia Zhang, Shuo Hou, Fei Chen, Mingyu Lu

39 A Drug Repositioning Method Based on Heterogeneous Graph Neural Network CCIR 2021 2021 EI Yu Wang, Shaowu Zhang, Yijia Zhang, Liang Yang, Hongfei Lin

40 Auto-learning Convolution-Based Graph Convolutional Network for Medical Relation Extraction CCIR 2021 2021 EI Mengyuan Qian, Jian Wang, Hongfei Lin, Di Zhao, Yijia Zhang, Wentai Tang, Zhihao Yang

41 Incorporating representation learning and multihead attention to improve biomedical cross-sentence n-ary relation extraction BMC Bioinform. 2020 SCI Di Zhao, Jian Wang, Yijia Zhang, Xin Wang, Hongfei Lin, Zhihao Yang

42 Biomedical document triage using a hierarchical attention-based capsule network BMC Bioinform. 2020 SCI Jian Wang, Mengying Li, Qishuai Diao, Hongfei Lin, Zhihao Yang, Yijia Zhang

43 A Multichannel Biomedical Named Entity Recognition Model Based on Multitask Learning and Contextualized Word Representations Wirel. Commun. Mob. Comput. 2020 SCI Hao Wei, Mingyuan Gao, Ai Zhou, Fei Chen, Wen Qu, Yijia Zhang, Mingyu Lu

44 Extracting Protein-Protein Interactions Affected by Mutations via Auxiliary Task and Domain Pre-trained Model BIBM 2020 2020 SCI Yu Wang, Shaowu Zhang, Yijia Zhang, Jian Wang, Hongfei Lin

45 A hierarchical knowledge-aware neural network for protein-protein interaction article classification BIBM 2020 2020 SCI Hao Wei, Ai Zhou, Yijia Zhang, Fei Chen, Wen Qu, Mingyu Lu

46 Document-Level Biomedical Relation Extraction Using Graph Convolutional Network and Multihead Attention: Algorithm Development and Validation JMIR Med Inform. 2020 SCI Jian Wang, Xiaoyu Chen, Yu Zhang, Yijia Zhang, Jiabin Wen, Hongfei Lin, Zhihao Yang, Xin Wang

47 Hyperbolic Attributed Network Embedding with self-adaptive Random Walks CIIS 2020 2020 EI Bin Wu, Yijia Zhang, Yuxin Wang

48 Chemical-protein interaction extraction via contextualized word representations and multihead attention Database J. Biol. Databases Curation 2019 2019 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yuanyuan Sun

49 Adverse drug reaction detection via a multihop self-attention mechanism BMC Bioinform. 2019 SCI Tongxuan Zhang, Hongfei Lin, Yuqi Ren, Liang Yang, Bo Xu, Zhihao Yang, Jian Wang, Yijia Zhang

50 A supervised term ranking model for diversity enhanced biomedical information retrieval BMC Bioinform. 2019 SCI Bo Xu, Hongfei Lin, Liang Yang, Kan Xu, Yijia Zhang, Dongyu Zhang, Zhihao Yang, Jian Wang, Yuan Lin, Fuliang Yin

51 Chemical-protein interaction extraction from biomedical literature: a hierarchical recurrent convolutional neural network method Int. J. Data Min. Bioinform.  2019 SCI Cong Sun, Zhihao Yang, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang, Liang Yang, Kan Xu, Yijia Zhang

52 Neural network-based approaches for biomedical relation classification: A review J. Biomed. 2019 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yuanyuan Sun, Bo Xu, Zhehuan Zhao

53 Extracting drug-drug interactions with hybrid bidirectional gated recurrent unit and graph convolutional network J. Biomed.  2019 SCI Di Zhao, Jian Wang, Hongfei Lin, Zhihao Yang, Yijia Zhang

54 BioWordVec, improving biomedical word embeddings with subword information and MeSH Scientific Data 2019 SCI Yijia Zhang, Qingyu Chen, Zhihao Yang, Hongfei Lin, Zhiyong Lu

55 Chemical-protein interaction extraction via contextualized word representations and multihead attention Database 2019 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yuanyuan Sun

56 Neural network-based approaches for biomedical relation classification: A review Journal of Biomedical Informatics 2019 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yuanyuan Sun, Bo Xu, Zhehuan Zhao

57 Exploring Semi-supervised Variational Autoencoders for Biomedical Relation Extraction Methods 2019 SCI Yijia Zhang, Zhiyong Lu

58 Drug-drug interaction extraction via hierarchical RNNs on sequence and shortest dependency paths Bioinform. 2018 SCI Yijia Zhang, Wei Zheng, Hongfei Lin, Jian Wang, Zhihao Yang, Michel Dumontier

59 Protein complexes identification based on go attributed network embedding BMC Bioinform. 2018 SCI Bo Xu, Kun Li, Wei Zheng, Xiaoxia Liu, Yijia Zhang, Zhehuan Zhao, Zengyou He

60 A hybrid model based on neural networks for biomedical relation extraction J. Biomed. 2018 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Shaowu Zhang, Yuanyuan Sun, Liang Yang

61 An effective neural model extracting document level chemical-induced disease relations from biomedical literature J. Biomed. 2018 SCI Wei Zheng, Hongfei Lin, Zhiheng Li, Xiaoxia Liu, Zhengguang Li, Bo Xu, Yijia Zhang, Zhihao Yang, Jian Wang

62 HMNPPID: A Database of Protein-protein Interactions Associated with Human Malignant Neoplasms. BIBM 2018 2018 EI Qingqing Li, Zhihao Yang, Zhehuan Zhao, Ling Luo, Zhiheng Li, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang, Yijia Zhang

63 PC-SENE: A node embedding based method for protein complex detection BIBM 2018 2018 EI Xiaoxia Liu, Zhihao Yang, Shengtian Sang, Lei Wang, Yin Zhang, Hongfei Lin, Bo Xu, Yijia Zhang, Liang Yang, Kan Xu, Jian Wang

64 Protein Complexes Detection Based on Global Network Representation Learning BIBM 2018 2018 EI Bo Xu, Kun Li, Xiaoxia Liu, Delong Liu, Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Feng Xia

65 Protein-Protein Interaction Article Classification: A Knowledge-enriched Self-Attention Convolutional Neural Network Approach BIBM 2018 2018 EI Ling Luo, Zhihao Yang, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang, Liang Yang, Kan Xu, Yijia Zhang

66 Improve Diversity-oriented Biomedical Information Retrieval using Supervised Query Expansion BIBM 2018 2018 EI Bo Xu, Hongfei Lin, Liang Yang, Kan Xu, Yijia Zhang, Dongyu Zhang, Zhihao Yang, Jian Wang, Yuan Lin, Fuliang Yin

67 A multi-task learning based approach to biomedical entity relation extraction BIBM 2018 2018 EI Qingqing Li, Zhihao Yang, Ling Luo, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang, Liang Yang, Kan Xu, Yijia Zhang

68 A Knowledge Graph based Bidirectional Recurrent Neural Network Method for Literature-based Discovery BIBM 2018 2018 EI Shengtian Sang, Zhihao Yang, Xiaoxia Liu, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang, Liang Yang, Kan Xu, Yijia Zhang

69 Hierarchical Recurrent Convolutional Neural Network for Chemical-protein Relation Extraction from Biomedical Literature BIBM 2018 2018 EI Cong Sun, Zhihao Yang, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang, Liang Yang, Kan Xu,Yijia Zhang

70 A Weak Supervised Learning Method for Essential Protein Detection Based on STRING Database and Learning Representation BIBM 2018 2018 EI Zhizheng Wang, Yuanyuan Sun, Yawen Guan, Yibin Zhang, Liang Yang, Kan Xu, Yijia Zhang, Hongfei Lin

71 Drug–drug interaction extraction via hierarchical RNNs on sequence and shortest dependency paths Bioinformatics 2018 SCI Yijia Zhang, Wei Zheng, Hongfei Lin, Jian Wang, Zhihao Yang, Michel Dumontier

72 A Hybrid Model Based on Neural Networks for Biomedical Relation Extraction Journal of Biomedical Informatics 2018 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Shaowu Zhang, Yuanyuan Sun, Liang Yang

73 An attention-based effective neural model for drug-drug interactions extraction BMC Bioinform. 2017 SCI Wei Zheng, Hongfei Lin, Ling Luo, Zhehuan Zhao, Zhengguang Li, Yijia Zhang, Zhihao Yang, Jian Wang

74 Integrating embeddings of multiple gene networks to prioritize complex disease-associated genes BIBM 2017 2017 EI Mengmeng Wu, Wanwen Zeng, Wenqiang Liu, Yijia Zhang, Ting Chen, Rui Jiang

75 Dynamic Protein Complex Identification in Uncertain Protein-protein Interaction Networks BMC Genomics 2017 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yiwei Liu

76 Construction of dynamic probabilistic protein interaction networks for protein complex identification BMC Bioinform. 2016 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang

77 A method for predicting protein complex in dynamic PPI networks BMC Bioinform. 2016 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yiwei Liu, Shengtian Sang

78 A graph kernel based on context vectors for extracting drug-drug interactions J. Biomed. 2016 SCI Wei Zheng, Hongfei Lin, Zhehuan Zhao, Bo Xu, Yijia Zhang, Zhihao Yang, Jian Wang

79 Biomedical event trigger detection by dependency-based word embedding BIBM 2015 2015 EI Jian Wang, Jianhai Zhang, Yuan An, Hongfei Lin, Zhihao Yang, Yijia Zhang, Yuanyuan Sun

80 Integrating experimental and literature protein-protein interaction data for protein complex prediction BMC Genomics 2015 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang

81 Protein Complex Prediction in Large Ontology Attributed Protein-Protein Interaction Networks IEEE ACM Trans. Comput. Biol. Bioinform. 2013 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yanpeng Li, Bo Xu

82 Integrating multiple biomedical resources for protein complex prediction BIBM 2013 2013 EI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Bo Xu

83 Hash Subgraph Pairwise Kernel for Protein-Protein Interaction Extraction IEEE ACM Trans. Comput. Biol. Bioinform. 2012 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Jian Wang, Yanpeng Li

84 Biomolecular event trigger detection using neighborhood hash features J Theor Biol . 2012 SCI Yijia Zhang 1, Hongfei Lin, Zhihao Yang, Jian Wang, Yanpeng Li

84 Biomolecular event trigger detection using neighborhood hash features J Theor Biol . 2012 SCI Yijia Zhang 1, Hongfei Lin, Zhihao Yang, Jian Wang, Yanpeng Li

85 Filtering Gene Ontology semantic similarity for identifying protein complexes in large protein interaction networks Proteome Sci. 2012 SCI Jian Wang, Dong Xie, Hongfei Lin, Zhihao Yang, Yijia Zhang

86 Neighborhood hash graph kernel for protein-protein interaction extraction J. Biomed.  2011 SCI Yijia Zhang, Hongfei Lin, Zhihao Yang, Yanpeng Li

87 Identifying Protein Complexes from PPI Networks Using GO Semantic Similarity BIBM 2011 2011 EI Jian Wang, Dong Xie, Hongfei Lin, Zhihao Yang, Yijia Zhang


1 面向生物医学文献的药物重定位隐含知识发现研究 国家自然科学基金委员会 国家自然科学面上基金 在研 2021.01-2024.12

2 新冠病毒疫情下的国际舆情分析研究 辽宁省社会科学规划基金办公室 辽宁省社科基金一般项目 在研 2021.01-2023.12

3 基于生物医学文献和领域本体的蛋白质复合物预测方法研究 国家自然科学基金委员会 国家自然科学青年基金 结题 2014.01-2016.12



1 辽宁省自然科学,三等奖 2014

2 辽宁省自然科学学术成果奖(学术论文类),二等奖 2014

3 辽宁省自然科学学术成果奖(学术论文类),二等奖 2019

4 大连市自然科学优秀学术论文,一等奖 2013

5 大连市自然科学优秀学术论文,一等奖 2014

6 HBDAI 2020,最佳论文 2020

7 第九届全国社交媒体处理大会(SMP2020),优秀成果奖 2020



专业代码 招生专业 研究方向
硕士生招生信息 081200,083500,085400 计算机科学与技术,软件工程,电子信息 招生要求: 1. 计算机科学、软件工程等相关专业背景; 2. 对科研有热情和兴趣,有志于从事学术研究工作; 3. 有较好的数学基础、扎实的编程能力; 4. 有相关领域研究经历和科研论文者优先。
博士生招生信息 081200 计算机科学与技术 招生要求: 1. 计算机科学、软件工程等相关专业背景; 2. 对科研有热情和兴趣,有志于从事学术研究工作; 3. 有较好的数学基础、扎实的编程能力; 4. 在相关领域重要期刊或会议发表过科研论文。
博士后合作信息 081200 计算机科学与技术 欢迎对机器学习、自然语言处理、数据挖掘、生物信息学、医学文本挖掘等相关方向博士申请。 招聘要求: 1.具有计算机科学技术、数学、软件工程、生物信息学等相关领域的博士学位; 2.在机器学习、自然语言处理、数据挖掘、人工智能、生物信息领域具有扎实的理论基础; 3.已在本领域国际期刊或会议中发表高水平论文,算法设计能力强;4.严谨求实,合作精神强。