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个人简介

张慧杰,女,博士,毕业于吉林大学计算机科学与技术学院。东北师范大学信息科学与技术学院教授,博士生导师,智能大数据可视化与可视分析实验室负责人,美国俄亥俄州立大学访问学者。中国图象图形学学会(CSIG)可视化与可视分析专委会常务委员、中国计算机学会(CCF)高级会员、CSIG高级会员,2017年度吉林省人才开发基金获得者。曾任CCF YOCSEF长春分论坛副主席,吉林省科学技术协会第九次代表大会代表。主要从事智能大数据可视化与可视分析、科学可视化、信息可视化、深度学习模型可解释性分析等方面的理论研究工作,同时致力于运用智能可视分析方法与数字孪生技术解决环境、交通、智慧城市、医疗和教育等领域的具体应用问题。在可视化领域顶级会议“IEEE VIS”、重要国际会议"ACM SIGSPATIAL GIS”、"EuroVis”、“PacificVis”以及《Computer Graphics Forum》、《The Visual Computer》等期刊和会议上发表学术论文60余篇,是Elsevier多个期刊通信审稿人。出版个人学术专著1部,参编教材2部。主持国家自然科学基金面上项目3项,主持国家自然科学青年基金项目、吉林省科技发展计划重点研发项目、人力资源和社会保障部项目、吉林省自然科学基金面上项目、教育部博士点基金项目等各1项。作为项目负责人和主要开发人员研发横向项目十余项。获吉林省自然科学学术成果奖二等奖1项。

研究领域

智能大数据可视化与可视分析、可解释人工智能

近期论文

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董家鹭,张慧杰*,崔美琪,蔺依铭, Hsiang-Yun Wu,毕重科. TCEVis: Visual analytics of traffic congestion influencing factors based on explainable machine learning. Visual Informatics (SCIE), 2023. 张慧杰*,董家鹭,吕程,蔺依铭,白静涵. Visual analytics of potential dropout behavior patterns in online learning based on counterfactual explanation. Journal of Visualization (SCIE), 2022. 曲德展,吕程,蔺依铭,张慧杰*,王蓉. AirLens: Multi-Level Visual Exploration of Air Quality Evolution in Urban Agglomerations. Computer Graphics Forum (CCF推荐国际学术期刊B类), 2022.8 吕程,任珂,张慧杰*,付佳,蔺依铭. PEVis: visual analytics of potential anomaly pattern evolution for temporal multivariate data. Journal of Visualization (SCIE), 2022. 白静涵,张慧杰*,曲德展,吕程,邵威璋. FGVis: visual analytics of human mobility patterns and urban areas based on F-GloVe. Journal of Visualization (SCIE), 2022. 李文泽,王东涵,杨梓瑞,张慧杰,胡丽红*,陈冠华**. DeepNCI: DFT Noncovalent Interaction Correction with Transferable Multimodal Three-Dimensional Convolutional Neural Networks. Journal of Chemical Information and Modeling (SCIE), 2022. 曲德展,林小李,任珂,刘全乐,张慧杰*. AirExplorer: visual exploration of air quality data based on time-series querying. Journal of Visualization (SCIE), 2020.7. 任珂,曲德展,徐劭斌,焦旭峰,邰亮,张慧杰*. Uncertainty Visualization of Transport Variance in a Time-Varying Ensemble Vector Field. ISPRS International Journal of Geo-Information (SCIE), 2020. 徐邵斌,蔺依铭,曲德展,任珂,张慧杰*. MC2-SUA: A Sensor Uncertainty Analysis Tool of Radiation Measurement Data (VAST Challenge 2019 Award-Integrated Tool with Rich Data Encodings). 14th IEEE Conference on Visual Analytics Science and Technology, VAST 2019 (可视化领域顶级会议,CCF推荐国际学术会议A类). 孔祥杰,李孟林,赵高星,张慧杰,夏锋*. COOC: Visual Exploration of Co-Occurrence Mobility Patterns in Urban Scenarios. IEEE Transactions on Computational Social Systems, 2019. 张慧杰,任珂,蔺依铭,曲德展*,李振新**. AirInsight: Visual Exploration and Interpretation of Latent Patterns and Anomalies in Air Quality Data. Sustainability (SCIE & SSCI), 2019. 张慧杰,王蓉,陈斌,侯亚芳,曲德展*. 基于轨迹和兴趣点数据的城市功能区动态识别与时变规律可视分析. 计算机辅助设计与图形学学报 (CCF推荐国内学术期刊A类), 2018. Tzu-Hsuan Wei,Chun-Ming Chen,Jon Woodring,Huijie Zhang,Han-Wei Shen,Efficient Distribution based Feature Search in Multi-field Datasets,PacificVis 2017 (可视化领域三大会议之一、CCF推荐国际学术会议C类). 张慧杰,曲德展,刘全乐,商琦,侯亚芳,Han-Wei Shen. Uncertainty visualization for variable associations analysis. The Visual Computer (SCIE, CCF推荐国际学术期刊C类), 2018.4 Xin Tong,Huijie Zhang,Chris Jacobsen,Han-Wei Shen,Patrick McCormick,Crystal Glyph: Visualization of Directional Distributions Based on the Cube Map,EuroVis 2016 (可视化领域三大会议之一、CCF推荐国际学术会议B类). 张慧杰, 刘亚鑫, 马志强, 何欣婷, 鲍宁. 一种基于形态学编码的地形骨架特征提取方法. 计算机研究与发展 ( CCF推荐国内学术期刊A类), 2015. Pingping Sun, Haixu Jv, Baowen Zhang, Yu Gu, Bo Liu, Yanxin Huang, Huijie Zhang*, Yuxin Li. Conformational B-cell epitope prediction method based on antigen preprocessing and mimotopes analysis (SCI), 2015 张慧杰, 何欣婷, 鲍宁, 胡家义, 马志强. 一种实时生成物理弹坑模型可变地形建模方法. 仪器仪表学报 (EI), 2014. Huijie Zhang, Yun Ma, Zhiqiang Ma, et al. Multiscale Feature Model for Terrain Data Based on Adaptive Spatial Neighborhood. Mathematical Problems in Engineering (SCIE, 超学科平均影响因子), 2013. Huijie Zhang, Zhiqiang Ma, Yaxin Liu, et al. A New Skeleton Feature Extraction Method for Terrain Model Using Profile Recognition and Morphological Simplification. Mathematical Problems in Engineering (SCIE, 超学科平均影响因子), 2013. Huijie Zhang, Zhiqiang Ma, Guangxu Ren, et al. Feature Selection Method for 3D Terrain Model Based on Profile Recognition and Polygon-Breaking Algorithm . ICIC Express Letters (EI), 2013. Huijie Zhang, Zhiqiang Ma, Heping Lin, Hong Guang Sun, Weizhou Guan. Enhancement Hybrid Modeling for Adaptive Terrain. ICIC Express Letters (EI), 2011. Huijie Zhang, Zhiqiang Ma, Ming Zhang. An Out-Of-Core Model for Large Terrain based on Right-triangle Irregular Network. ICIC Express Letters. an International Journal of Research and Surveys. Part B, Applications (EI), 2011. 张慧杰, 吕英华, 刘淑华. 一种基于自适应区域分割的地形模型简化方法. 计算机研究与发展 (CCF推荐国内学术期刊A类), 2010. 张慧杰, 孙吉贵, 吕英华等. 一种新的基于发散度函数的地形模型简化方法. 计算机学报 ( CCF推荐国内学术期刊A类), 2009. 张慧杰, 齐峰, 王远志, 孙红光. 一种基于特征的自适应地形模型简化方法. 仪器仪表学报 (EI), 2009. Huijie Zhang, Dantong Ouyang, Heping Lin, Jingbo Zhang. A Terrain Model Simplification Method based on Adaptive Threshold Selection. Proceedings of CSSE2008 (EI), IEEE Press, 2008. Huijie Zhang, Dantong Ouyang, Heping Lin, Weizhou Guan. Texture Synthesis based on Terrain Feature Recognition. Proceedings of CSSE2008 (EI), IEEE Press, 2008. Huijie Zhang, Jigui Sun, Jin Liu, Nan Lv. A New Simplification Method for Terrain Model using Discrete Particle Swarm Optimization. Proceedings of 15th ACMGIS: Seattle, USA (ACM会议, ACM Library收录), ACM Press, 2007. Huijie Zhang, Jigui Sun, Nan Lv. A New Seamless Multi-resolution Simplification Method for the Terrain Model. Proceedings of WImBI2007: USA (EI), IEEE Computer Society Press, 2007. 张慧杰, 孙吉贵, 刘雪洁, 李泽海. 大规模三维地形可视化算法研究进展. 计算机科学, 2007. Huijie Zhang, Jigui Sun, Haihong Yu, Changsong Qi. An Efficient Method for Very Large Scale Out-of-core Terrain Visualization. Proceedings of ICAT2006 (EI), IEEE Computer Society Press, 2006. 张慧杰, 孙吉贵, 孙红光, 罗娜. 一种基于聚类分析的Out-of-Core地形可视化算法. 第十三届全国图像图形学学术会议, 清华大学出版社, 2006. 张慧杰, 孙吉贵, 梅林, 李海华. 地形可视化模型简化算法的研究进展. 吉林大学学报理学版, 2006. 张慧杰, 赵春艳, 孙红光. 本科生C语言程序设计教学改革研究. 教学研究, 2009. Yugen Yi, Yanjiao Shi, Huijie Zhang, Jianzhong Wang, Jun Kong. Label propagation based semi-supervised non-negative matrix factorization for feature extraction. NEUROCOMPUTING (SCIE), 2015. Fang Huang, Ping Wang, Lishuang Yan, Huijie Zhang. Analysis of forest change trajectory and the causes in the core area of Changbai Mountains, China. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) (EI), 2014. Yanwen Li, Wenzheng Gao, Huijie Zhang, et al. Design and Implementation of a Vision-Based System for Mobile Robot/Human Localization. Applied Mechanics and Materials (EI), 2014. Fang Huang, Huijie Zhang, Ping Wang. Assessment of Vegetation Change and Its Causes in the West Liaohe River Basin of China using SPOT-VGT Image. Proceedings of SPIE, Earth Resources and Environmental Remote Sensing/GIS Applications Ⅳ (EI), 2013. 孙红光, 房超, 张慧杰, 等. 一种自适应基于暗通道先验的去雾方法. 吉林大学学报 (理学版), 2012. Fang Huang, Huijie Zhang, Ping Wang.Trajectory Analysis of Forest Changes in Northern Area of Changbai Mountains, China From Landsat TM Image 2012, 479-484 Hong Guang Sun, Yannan Xie, Bohan Sun , Huijie Zhang et al. Fast Face Detection Based on Enhanced AdaBoost[M].Recent Advances in Computer Science and Information Engineering. Springer Berlin Heidelberg, 2012: 511-517. Yanwen Li, Renchu Guan, Zhiqiang Ma, Huijie Zhang, Zhiguo Zhou, Yanchun Liang, Xiaohu Shi. Comparison Study of Integrated Evolutionary Computing Algorithms in Serial and in Parallel. ICIC Express Letters,Part B:Applications (EI), 2011. Huawen Liu, Lie Liu, Huijie Zhang. Ensemble Gene Selection for Cancer Classification. Pattern Recognition (SCI), 2010. Huawen Liu, Lie Liu, Huijie Zhang. Ensemble Gene Selection by Grouping for Microarray Data Classification. Journal of Biomedical Informatics (SCIE), 2010. Jigui Sun, Huawen Liu, Changsong Qi, Huijie Zhang*. An Interpretation of Flow Graphs by Granular Computing. Proceedings of RSCTC2006, LECT NOTES COMPUT SC (SCIE), 2006. Huawen Liu, Jigui Sun, Huijie Zhang*. Interpretation of Extended Pawlak Flow Graphs using Granular Computing. Transactions on Rough Sets (EI), 2008. Huawen Liu, Jigui Sun, Huijie Zhang. Ensemble gene selection for cancer classification. Pattern Recognition (SCIE, 影响因子IF= 3.279), 2010. Huawen Liu, Jigui Sun, Lei Liu, Huijie Zhang. Feature selection with dynamic mutual information. Pattern Recognition (SCIE, 影响因子IF= 3.279), 2009. Huawen Liu, Jigui Sun, Huijie Zhang. Post-processing of Associative Classification Rules using Closed Sets. Expert Systems with Applications (SCIE 影响因子IF= 2.596), 2009. Huawen Liu, Jigui Sun, Huijie Zhang. Boosting Feature Selection using Information Metric for Classification. Neurocomputing (SCIE), 2009. Huawen Liu, Lei Liu, Huijie Zhang. Ensemble Gene Selection by Grouping for Microarray Data Classification. Journal of Biomedical Informatics (SCIE), 2010. Huawen Liu, Lei Liu, Huijie Zhang. A Fast Pruning Redundant Classification Rules Method using Galois Connection. Applied Soft Computing (SCIE), 2011. Huawen Liu, Jigui Sun, Huijie Zhang, Lei Liu. Extended Pawlak's Flow Graphs and Information Theory. Transactions on Computational Science (EI), 2009. Huawen Liu, Jigui Sun, Huijie Zhang. Post-processing for Rule Reduction using Closed Set. In: Y Zhao, C Zhang, L Cao, Eds., Post-Mining of Association Rules: Techniques for Effective Knowledge Extraction, 2009. Huawen Liu, Lei Liu, Huijie Zhang. Feature Selection using Mutual Information: An Experimental Study. In: the 10th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2008) (EI), 2008. Jigui Sun, Huawen Liu, Huijie Zhang*. An Extension of Pawlak’s Flow Graphs. Proceedings of ICNC-FSKD2006, LECT NOTES COMPUT SC, 2006: 191-199. (SCIE) 王生生, 王兆丹, 刘大有, 李昕, 张慧杰. 有向线对象细节拓扑关系模型. 吉林大学学报工学版 (EI), 2009. Hongguang Sun, Qian Bu, Huijie Zhang. PSO based Gabor Wavelet Feature Extraction and Tracking Method. Proceedings of SPIE 2008 (EI). 张长胜, 孙吉贵, 杨凤芹, 张慧杰. 一种基于PSO的动态聚类算法. 计算机研究与发展 (CCF推荐国内学术期刊A类), 2007

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