个人简介
马江虹,哈尔滨工业大学(深圳)计算机科学与技术学院助理教授。2018年获得香港城市大学博士学位。2018年11月至2021年2月继续在香港城市大学从事博士后研究工作。在国际一流期刊和会议,如IEEE/ACM Transactions和CCF A/B 国际学术刊物,发表论文30余篇(包括IEEE TNNLS,IEEE TCYB,IEEE TSMC,IEEE TCE,IEEE TMM,IEEE TCSVT,ACM TOMM,PR,NN,IS,ECCV,SIGIR,WWW,ACL),其中以第一作者/通讯作者身份发表论文20余篇。主要研究方向是多标签学习,多视角学习,推荐系统等。
教育经历
2015.09-2018.10, 香港城市大学,博士学位
2013.09-2014.11, 香港科技大学,硕士学位
2009.09-2013.07, 郑州大学,学士学位
研究与工作经历
2021.03-至今,助理教授,哈尔滨工业大学(深圳)
2018.11-2021.02,博士后,香港城市大学
近期论文
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Jianghong Ma; Huiyue Sun; Dezhao Yang; Haijun Zhang; Personalized Fashion Recommendations for Diverse Body Shapes and Local Preferences Using Contrastive Multimodal Cross-Attention Network, ACM Transactions on Intelligent Systems and Technology, 2023, revision. (ACM TIST)
Haijun Zhang; Xiangyu Mu; Guojian Li; Zhenhao Xu; Xinrui Yu; Jianghong Ma*; Mannequin2Real: A Two-Stage Generation Framework for Transforming Mannequin Images into Photorealistic Model Images for Clothing Display, IEEE Transactions on Consumer Electronics, revision, 2023. (IEEE TCE)
Mingbo Zhao; Lu Cheng; Yuan Sun; Jianghong Ma*; Human Video Instance Segmentation and Tracking via Data Association and Single-stage Detector, IEEE Transactions on Consumer Electronics, 2023, accepted. (IEEE TCE)
Yang Zhao; Jianghong Ma*; Tommy W.S. Chow; Extractive Negative Opinion Summarization of Consumer Electronics Reviews, IEEE Transactions on Consumer Electronics, 2023, accepted. (IEEE TCE)
Jianghong Ma; Tommy W.S. Chow; Latent Topic-aware Multiti-Output Learning, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, accepted. (IEEE TSMC, 中科院一区TOP)
Jianghong Ma; Weixuan Kou; Mingquan Lin; Carmen C.M. Cho; Bernard Chiu; Multiclass and Multilabel Classifications by Consensus and Complementarity-based Multiview Latent Space Projection, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, accepted. (IEEE TSMC, 中科院一区TOP)
Jianghong Ma; Huiyue Sun; Tong Zhu; Multiview Multilabel Classification with Group-based Feature and Label Selection, IEEE Transactions on Consumer Electronics, 2023, accepted. (IEEE TCE)
Haijun Zhang; Xiangyu Mu; Han Yan; Lang Ren; Jianghong Ma*; A survey of online video advertising, Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 2023, accepted. (数据挖掘综述期刊)
Jianghong Ma; Weixuan Kou; Mingquan Lin; Carmen C.M. Cho; Bernard Chiu; Multimodal Image Classification by Multiview Latent Pattern Extraction, Selection and Correlation, IEEE Transactions on Neural Networks and Learning Systems, 2022, accepted. (IEEE TNNLS, 中科院一区TOP,模式识别顶刊)
Tianjun Wei; Tommy W.S. Chow; Jianghong Ma*; Mingbo Zhao; ExpGCN: Review-aware Graph Convolution Network for explainable recommendation, Neural Networks, 2023, 157: 202-215. (中科院一区TOP)
Mingbo Zhao; Shanchuan Gao; Jianghong Ma*; Zhao Zhang; Joint clothes image detection and search via anchor free framework, Neural Networks, 2022, 155: 84-94. (中科院一区TOP)
Tianjun Wei; Tommy W.S. Chow; Jianghong Ma*; Modeling Self-representation Label Correlations for Textual Aspects and Emojis Recommendation, IEEE Transactions on Neural Networks and Learning Systems, 2022, early access. (IEEE TNNLS, 中科院一区TOP,模式识别顶刊)
Jianghong Ma; Bernard Chiu; Tommy W.S. Chow; Multi-label Classification with Group- based Mapping: A Framework with Local Feature Selection and Local Label Correlation, IEEE Transactions on Cybernetics, 2022, 52:4596-4610. (IEEE TCYB, 中科院一区TOP)
Jianghong Ma; Tommy W.S. Chow; Topic-based Instance and Feature Selection in Multi-Label Classification, IEEE Transactions on Neural Networks and Learning Systems, 2022, 33: 315-329. (IEEE TNNLS, 中科院一区TOP,模式识别顶刊)
Jianghong Ma; Tommy W.S. Chow; Haijun Zhang; Semantic-Gap-Oriented Feature Selection and Classifier Construction in Multi-Label Learning, IEEE Transactions on Cybernetics, 2022, 52: 101-115. (IEEE TCYB, 中科院一区TOP)
Jianghong Ma; Haijun Zhang; Tommy W.S. Chow; Multi-label Classification with Label-specific Features and Classifiers: A Coarse- and Fine-tuned Framework, IEEE Transactions on Cybernetics, 2021, 51: 1028-1042. (IEEE TCYB, 中科院一区TOP)
Jianghong Ma; Tommy W.S. Chow; Topic-based Algorithm for Multi-Label Learning with Missing Labels, IEEE Transactions on Neural Networks and Learning Systems, 2019, 30: 2138-2152. (IEEE TNNLS, 中科院一区TOP,模式识别顶刊)
Jianghong Ma; Tommy W.S. Chow; Label-Specific Feature Selection and Two-Level Label Recovery for Multi-Label Classification with Missing Labels, Neural Networks, 2019, 118: 110-126. (中科院一区TOP)
Jianghong Ma; Tommy W.S. Chow; Robust Non-Negative Sparse Graph for Semi-Supervised Multi-Label Learning with Missing Labels, Information Sciences, 2018, 422: 336-351. (中科院一区TOP)
Jianghong Ma; Zhaoyang Tian; Haijun; Tommy W.S. Chow; Multi-Label Low-dimensional Embedding with Missing Labels, Knowledge-Based Systems, 2017,137: 65-82. (中科院一区TOP)
会议论文
Xiaolei Lu; Jianghong Ma*; Haode Zhang; Asymmetric feature interaction for interpreting model predictions, Findings of the Association for Computational Linguistics (ACL 2023). (自然语言处理顶会)
Tianjun Wei; Jianghong Ma*; Tommy Chow; Collaborative Residual Metric Learning, 46th International Conference on Research and Development in Information Retrieval (SIGIR 2023). (内容检索顶会)
Tianjun Wei; Jianghong Ma*; Tommy Chow; Fine-tuning Partition-aware Item Similarities for Efficient and Scalable Recommendation, ACM Web Conference 2023 (WWW 2023). (新兴领域顶会)
Yang Liu; Jianghong Ma*; Guangqian Zhu; Kangzhe Liu; A 8pW Noise Interference-Free Dual-Output Voltage Reference for Implantable Medical Devices, IEEE ISPCE-Asia 2022 (Best Paper Award).
Jianghong Ma; Yang Liu; Topic-aware Multi-Label Classification, 16th European Conference on Computer Vision (ECCV 2020). (计算机视觉顶会)
Jianghong Ma; Jicong Fan; Wei Wang; Multi-Label Classification for Images with Missing Labels, IEEE 15th International Conference on Industrial Informatics (INDIN 2017).