黃正行，男，博士，浙江大學生物醫學工程與儀器科學學院教授，曾榮獲2016年度全軍科技進步一等獎。
基本介紹
- 中文名：黃正行
- 學位/學歷：博士
- 職業：教師
- 專業方向：醫學人工智慧
- 任職院校：浙江大學生物醫學工程與儀器科學學院
個人經歷,主講課程,學術成果,榮譽獎項,
個人經歷
1、SCI期刊Artificial Intelligence in Medicine 副主編
2、SCI期刊JMIR Medical Informatics Section Editor
3、SCI期刊Journal of Biomedical Informatics 編委
4、SCI期刊Plos ONE 編委
5、會議程式委員會委員：ICHI2019, AIME2019, IEEE HEALTHCOM2018, HealthNLP2018,SEPDA 2018,PODS4H18, PODS4H17, CHIP2017, SEPDA 2017
6、中國中文信息學會醫療健康與生物信息處理專委會副秘書長
主講課程
本科生課程：
醫學人工智慧（2017、2018、2019年秋）
資料庫原理（2017、2018、2019年春夏）
研究生課程：
醫學人工智慧（2019年秋）
學術成果
聚焦醫療臨床決策範式轉變這一臨床醫學、信息科學和數據科學領域的交叉研究前沿，在國家自然科學基金等項目支持下，創新和發展人工智慧技術，系統性地開展了大數據驅動的，從數據到知識、從知識到決策的醫療臨床智慧型輔助決策的理論方法研究，從電子病歷等海量醫療臨床數據中發現疾病診療知識，並向臨床套用轉化，輔助臨床診療決策，最佳化醫療過程實踐，取得了一系列創新性的研究成果，為巨觀的疾病診療決策提供必要的微觀技術支持，輔助醫療服務質量的持續改善；同時也形成了從數據到知識、從知識到決策的醫療健康領域內大數據有效利用的典型範例（from data to knowledge to action），為解決數據科學時代的基礎性研究難題（即如何有效利用大數據，形成數據驅動架構下知識發現和決策能力）提供了重要的參考。這些創新性研究成果在生物醫學信息學領域國內外重要學術期刊和會議上發表或錄用論文50餘篇。其中以第一作者或通訊作者身份發表（含錄用）國際核心期刊（SCI）論文40餘篇，領域核心心會議論文9篇，SCI他引400餘次，谷歌學術引用1000餘次，谷歌學術個人H指數19。研究工作得到了國際醫學信息學界的高度關注和正面引用評價，產生了較大的學術影響，被多篇綜述、評論、研究協會的年鑑及PNAS等權威期刊正面引用。
論文
Peipei Chen, Wei Dong, Xudong Lu, Uzay Kaymak, Kunlun He, Zhengxing Huang:Deep representation learning for individualized treatment effect estimation using electronic health records. J. Biomed. Informatics 100 (2019)
Zhengxing Huang, Yi Lu, Wei Dong:Utilizing electronic health records to predict multi-type major adverse cardiovascular events after acute coronary syndrome. Knowl. Inf. Syst. 60(3): 1725-1752 (2019)
Huilong Duan, Zhoujian Sun, Wei Dong, Zhengxing Huang:Utilizing dynamic treatment information for MACE prediction of acute coronary syndrome. BMC Med. Inf. & Decision Making 19(1): 5:1-5:11 (2019)
Danqing Hu, Wei Dong, Xudong Lu, Huilong Duan, Kunlun He, Zhengxing Huang:Evidential MACE prediction of acute coronary syndrome using electronic health records. BMC Med. Inf. & Decision Making 19-S(2): 9-17 (2019)
Zhengxing Huang, Wei Dong:Adversarial MACE Prediction After Acute Coronary Syndrome Using Electronic Health Records. IEEE J. Biomed. Health Informatics 23(5): 2117-2126 (2019)
Jiebin Chu, Wei Dong, Zhengxing Huang:Treatment Effect Prediction with Generative Adversarial Networks Using Electronic Health Records. SEPDA@ISWC 2019: 53-57
Zhengxing Huang, Zhenxiao Ge, Wei Dong, Kunlun He, Huilong Duan, Peter Bath:Relational regularized risk prediction of acute coronary syndrome using electronic health records. Inf. Sci. 465: 118-129 (2018)
Zhengxing Huang, Zhenxiao Ge, Wei Dong, Kunlun He, Huilong Duan:Probabilistic modeling personalized treatment pathways using electronic health records. J. Biomed. Informatics 86: 33-48 (2018)
Jiebin Chu, Wei Dong, Kunlun He, Huilong Duan, Zhengxing Huang:Using neural attention networks to detect adverse medical events from electronic health records. J. Biomed. Informatics 87: 118-130 (2018)
Zhengxing Huang, Wei Dong, Huilong Duan, Jiquan Liu:A Regularized Deep Learning Approach for Clinical Risk Prediction of Acute Coronary Syndrome Using Electronic Health Records. IEEE Trans. Biomed. Engineering 65(5): 956-968 (2018)
Zhengxing Huang, Tak-Ming Chan, Wei Dong:MACE prediction of acute coronary syndrome via boosted resampling classification using electronic medical records. J. Biomed. Informatics 66: 161-170 (2017)
Zhengxing Huang, Jiaqi Wang, Suyuan Bai, Jingwei Guan, Fengtian Zhang, Zhenan Tang:Size Effect of Heat Transport in Microscale Gas Gap. IEEE Trans. Industrial Electronics 64(9): 7387-7391 (2017)
Danqing Hu, Zhengxing Huang, Tak-Ming Chan, Wei Dong, Xudong Lu, Huilong Duan:Acute Coronary Syndrome Risk Prediction Based on GRACE Risk Score. MedInfo 2017: 398-402
Zhengxing Huang, Wei Dong, Lei Ji, Huilong Duan:Predictive monitoring of clinical pathways. Expert Syst. Appl. 56: 227-241 (2016)
Zhengxing Huang, Wei Dong, Lei Ji, Chunhua He, Huilong Duan:Incorporating comorbidities into latent treatment pattern mining for clinical pathways. J. Biomed. Informatics 59: 227-239 (2016)
Tingting Wang, Zhengxing Huang, Chenxi Gan:On mining latent topics from healthcare chat logs. J. Biomed. Informatics 61: 247-259 (2016)
Zhengxing Huang, Wei Dong, Lei Ji, Huilong Duan:Outcome Prediction in Clinical Treatment Processes. J. Medical Systems 40(1): 8:1-8:13 (2016)
Zhengxing Huang, Wei Dong, Lei Ji, Liangying Yin, Huilong Duan:On local anomaly detection and analysis for clinical pathways. Artif. Intell. Medicine 65(3): 167-177 (2015)
Zhengxing Huang, Wei Dong, Peter Bath, Lei Ji, Huilong Duan:On mining latent treatment patterns from electronic medical records. Data Min. Knowl. Discov. 29(4): 914-949 (2015)
Zhengxing Huang, Wei Dong, Huilong Duan:A probabilistic topic model for clinical risk stratification from electronic health records. J. Biomed. Informatics 58: 28-36 (2015)
Zhengxing Huang, Jose M. Juarez, Wei Dong, Lei Ji, Huilong Duan:Predictive Monitoring of Local Anomalies in Clinical Treatment Processes. AIME 2015: 25-34
Zhengxing Huang, Wei Dong, Fei Wang, Huilong Duan:Medical Inpatient Journey Modeling and Clustering: A Bayesian Hidden Markov Model Based Approach. AMIA 2015
Zhengxing Huang, Jose M. Juarez, Huilong Duan, Haomin Li:Reprint of "Length of stay prediction for clinical treatment process using temporal similarity". Expert Syst. Appl. 41(2): 274-283 (2014)
Zhengxing Huang, Wei Dong, Lei Ji, Chenxi Gan, Xudong Lu, Huilong Duan:Discovery of clinical pathway patterns from event logs using probabilistic topic models. J. Biomed. Informatics 47: 39-57 (2014)
Zhengxing Huang, Yurong Bao, Wei Dong, Xudong Lu, Huilong Duan:Online Treatment Compliance Checking for Clinical Pathways. J. Medical Systems 38(10): 123 (2014)
Wei Dong, Zhengxing Huang, Lei Ji, Huilong Duan:A genetic fuzzy system for unstable angina risk assessment. BMC Med. Inf. & Decision Making 14: 12 (2014)
Zhengxing Huang, Wei Dong, Huilong Duan, Haomin Li:Similarity Measure Between Patient Traces for Clinical Pathway Analysis: Problem, Method, and Applications. IEEE J. Biomed. Health Informatics 18(1): 4-14 (2014)
Junjian Liu, Zhengxing Huang, Xudong Lu, Huilong Duan:An ontology-based real-time monitoring approach to clinical pathway. BMEI 2014: 756-761
Zhengxing Huang, Jose M. Juarez, Huilong Duan, Haomin Li:Length of stay prediction for clinical treatment process using temporal similarity. Expert Syst. Appl. 40(16): 6330-6339 (2013)
Zhengxing Huang, Xudong Lu, Huilong Duan, Wu Fan:Summarizing clinical pathways from event logs. J. Biomed. Informatics 46(1): 111-127 (2013)
Zhengxing Huang, Xudong Lu, Huilong Duan:Latent Treatment Pattern Discovery for Clinical Processes. J. Medical Systems 37(2): 9915 (2013)
Zhengxing Huang, Xudong Lu, Huilong Duan:Similarity Measuring between Patient Traces for Clinical Pathway Analysis. AIME 2013: 268-272
Zhengxing Huang, Guan Gui, An-min Huang, Dong Xiang, Fumiyuki Adachi:Regularization selection method for LMS-type sparse multipath channel estimation. APCC 2013: 649-654
Zhengxing Huang, Chenxi Gan, Xudong Lu, Huilong Duan:Mining the Changes of Medical Behaviors for Clinical Pathways. MedInfo 2013: 117-121
Zhengxing Huang, Xudong Lu, Huilong Duan, Chenhui Zhao:Collaboration-based medical knowledge recommendation. Artif. Intell. Medicine 55(1): 13-24 (2012)
Zhengxing Huang, Xudong Lu, Huilong Duan:On mining clinical pathway patterns from medical behaviors. Artif. Intell. Medicine 56(1): 35-50 (2012)
Xudong Lu, Zhengxing Huang, Huilong Duan:Supporting adaptive clinical treatment processes through recommendations. Comput. Methods Programs Biomed. 107(3): 413-424 (2012)
Zhengxing Huang, Xudong Lu, Huilong Duan:Resource behavior measure and application in business process management. Expert Syst. Appl. 39(7): 6458-6468 (2012)
Zhengxing Huang, Xudong Lu, Huilong Duan:Using Recommendation to Support Adaptive Clinical Pathways. J. Medical Systems 36(3): 1849-1860 (2012)
Zhengxing Huang, Xudong Lu, Huilong Duan:A Task Operation Model for Resource Allocation Optimization in Business Process Management. IEEE Trans. Systems, Man, and Cybernetics, Part A 42(5): 1256-1270 (2012)
Zhengxing Huang, Xudong Lu, Huilong Duan:Anomaly detection in clinical processes. AMIA 2012
Zhengxing Huang, Xudong Lu, Huilong Duan:Context-aware recommendation using rough set model and collaborative filtering. Artif. Intell. Rev. 35(1): 85-99 (2011)
Zhengxing Huang, Wil M. P. van der Aalst, Xudong Lu, Huilong Duan:Reinforcement learning based resource allocation in business process management. Data Knowl. Eng. 70(1): 127-145 (2011)
Zhengxing Huang, Xudong Lu, Huilong Duan:Mining association rules to support resource allocation in business process management. Expert Syst. Appl. 38(8): 9483-9490 (2011)
Zhengxing Huang, Xudong Lu, Chenxi Gan, Huilong Duan:Variation Prediction in Clinical Processes. AIME 2011: 286-295
Wu Fan, Xudong Lu, Zhengxing Huang, Weifei Yu, Huilong Duan:Constructing clinical pathway ontology to incorporate patient state, intervention and time. BMEI 2011: 1697-1701
Shicai Xu, Huilong Duan, Xudong Lu, Zhengxing Huang, Chenjiao Wu, Ying Fang:A RFID-based tracking system of endoscopes. BMEI 2011: 1909-1913
Zhengxing Huang, Wil M. P. van der Aalst, Xudong Lu, Huilong Duan:An adaptive work distribution mechanism based on reinforcement learning. Expert Syst. Appl. 37(12): 7533-7541 (2010)
Jinyan Zhang, Xudong Lu, Hongchao Nie, Zhengxing Huang, Wil M. P. van der Aalst:Radiology information system: a workflow-based approach. Int. J. Comput. Assist. Radiol. Surg. 4(5): 509-516 (2009)
Suyuan Bai, Zhenan Tang, Zhengxing Huang, Jun Yu:Thermal Characterization of Si3N4 Thin Films Using Transient Thermoreflectance Technique. IEEE Trans. Industrial Electronics 56(8): 3238-3243 (2009)
Zhengxing Huang, Xudong Lu, Huilong Duan, Dengfeng Yin:The Process Data Driven Workflow Modeling Approach and its' Implementation on Medical Infection Control Process. BMEI (2) 2008: 879-882
參與項目
2019.10.18 楚傑彬同學參加第三十屆長城心臟病學會議（GW-ICC），並做會議報告
2019.1.26國家重點研發計畫“心腦血管疾病的全過程臨床決策支持系統研發及實踐”項目啟動會
2019.1.122019 ICSA Conference on Data Science 楚傑彬《Using neural attention networks to detect adverse medical events from electronic health records》
2018.9.21 2018年中國生物醫學工程聯合學術年會楚傑彬、陳曉芳分別做口頭報告《基於深度注意力網路的電子病歷文本不良醫療事件檢測方法》、《基於深度注意力網路的急性冠脈綜合徵主要不良心血管事件預測研究》
2017.8.21Medinfo2017 胡丹青《Acute Coronary Syndrome Risk Prediction Based on GRACE Risk Score》
榮譽獎項
部分研究成果已在中國人民解放軍總醫院臨床機構得到套用，再造了不穩定性心絞痛的臨床實踐指南，並作為主要創新成果之一榮獲2016年度全軍科技進步一等獎。
浙江大學先進工作者 2018
CHIP2018最佳論文 2018
缺血性心臟病關鍵診療技術研發及對軍事衛勤保障的支撐,全軍科技進步一等獎,省部級,中國人民解放軍, 2017/12, 7(15)
中組部第八批優秀援疆幹部
浙江大學金秀獎教金 2016
浙江大學師風師德先進個人 2015
浙江大學求是青年學者，2013
