51黑料吃瓜在线观看,51黑料官网|51黑料捷克街头搭讪_51黑料入口最新视频

過程挖掘?yàn)槎床旌透倪M(jìn)醫(yī)療業(yè)務(wù)過程提供了一種新的方式，它能夠從實(shí)際臨床活動產(chǎn)生的事件日志中發(fā)掘出過程模型，并通過對比事件數(shù)據(jù)和臨床指南，實(shí)現(xiàn)合規(guī)性檢查、延遲預(yù)測，輔助決策支持及過程改進(jìn)等。本文介紹了醫(yī)療過程挖掘的技術(shù)框架，并從任務(wù)類型、模型表示方法和研究維度等方面，梳理總結(jié)這一研究領(lǐng)域的進(jìn)展情況，比較不同挖掘方法的優(yōu)缺點(diǎn)，指出目前研究存在的主要問題和可能的改進(jìn)措施，為提高醫(yī)療大數(shù)據(jù)的分析利用水平提供參考借鑒。

[1]?Guo C, Chen J. Big Data Analytics in Healthcare: Data-Driven Methods for Typical Treatment Pattern Mining?[J]. Journal of?Systems?Scienceand Systems?Engineering, 2019, 28(6): 694–714.

[2]?黃正行.臨床過程分析與優(yōu)化技術(shù)研究[D]. 杭州：浙江大學(xué), 2010.

Huang ZX. Research on clinical process analyzing and optimizing technologies [D]. Hangzhou: Zhejiang University, 2010.

[3]?Homayounfar P. Process mining challenges in hospital information systems [C]//?Federated Conference on Computer Science and Information Systems (FedCSIS).Wroc?aw: IEEE?Press, 2012: 1135-1140.

[4]?Mans R, van der Aalst WMP, Vanwersch RJ. Process mining in healthcare: evaluating and exploiting operational healthcare processes [M]. Switzerland: Springer?Nature, 2015.

[5]?Rojas E, Munoz-Gama J,?Sepúlveda?M, et al. Process mining in healthcare: a literature review [J]. Journal of Biomedical Informatics, 2016, 61: 224-236.

[6]?Marlon D, Marcello LR, Jan M, et al. Fundamentals of Business Process Management?[M]. Berlin: Springer Heidelberg, 2013.

[7]?van der?Aalst?W.過程挖掘：業(yè)務(wù)過程的發(fā)現(xiàn)、合規(guī)和改進(jìn)[M]. 王建民，聞立杰，譯.北京：清華大學(xué)出版社,?2014.

van der Aalst?W. ?Process mining: discovery, conformance and enhancement of business processes [M]. Wang JM, Wen LJ, Translation.Beijing: Tsinghua University Press, 2014.

[8]?van der Aalst WMP. Process mining data science in action?[M]. Berlin: Springer Heidelberg, 2016.

[9]?Mans RS, Schonenberg MH, Song M, et al. Application of process mining in healthcare - a case study in a dutch hospital [M]//?Biomedical Engineering Systems and Technologies(BIOSTEC 2008), Communications in Computer and Information Science.Berlin: Springer Heidelberg,?2008, 25: 425-438.

[10]?Kirchner K, Herzberg N, Rogge-Solti A, et al. Embedding conformance checking in a process intelligence system in hospital environments [C]// Process Support and Knowledge Representation in Health Care (KR4HC). Berlin: Springer-Verlag Berlin Heidelberg, 2012: 126-139.

[11]?Burattin A, MaggiFM, Sperduti A. Conformance checking based on multi-perspective declarative process models [J]. Expert Systems with Applications, 2016, 65:194-211.

[12]?Erdo?an T, Tarhan A. Process mining for healthcare process analytics [C]// 2016 Joint Conference of the International Workshop on Software Measurement and the International Conference on Software Process and Product Measurement?(IWSM-MENSURA).?Berlin: IEEE Press, 2016: 125-130.

[13]?Weijters A, van der Aalst WMP,?de Medeiros A. Process mining with the HeuristicsMiner algorithm [D].?Eindhoven, NL:?Eindhoven University of Technology, 2006: 1-34.

[14]?Günther CW, Van der Aalst WMP. Fuzzy mining-Adaptive process simplification based on multi-perspective metrics [M]// Business Process Management (BPM)?2007, Lecture Notes in Computer Science.?Berlin:?Springer?Berlin?Heidelberg, 2007, 4714: 328-343.

[15]?García A, Pérez-Alfonso D, Armenteros OUL. Analysis of hospital processes with process mining techniques [J]. Studies in Health Technology and?Informatics, 2015, 216: 310-314.

[16]?Bose R,?van der Aalst WMP. Analysis of patient treatment procedures [M]// International Conference on Business Process Management (BPM)?2011,Lecture Notes in ?Business Information Processing. Berlin: Springer BerlinHeidelberg, 2011, 99: 165-166.

[17]?Bose R, Maggi FM, van der Aalst WMP. Enhancing declare maps based on event correlations [M]// Business Process Management (BPM)?2013, Lecture Notes in Computer Science. Berlin: Springer-Verlag Berlin Heidelberg, 2013, 8094: 97-112.

[18]?Erdogan TG, Tarhan A. Systematic mapping of process mining studies in healthcare [J]. IEEE Access, 2018, 6:24543-24567.

[19]?Van der Aalst WMP, Pesic M, Schonenberg H. Declarative workflows: Balancing between flexibility and support [J]. Computer Science Research and Development, 2009, 23: 99-113.

[20]?Rovani M, Maggi FM, de Leoni M, et al. Declarative process mining in healthcare [J]. Expert Systems with Applications, 2015, 42(23): 9236-9251.

[21]?Pesic M,?van der Aalst WMP. A declarative approach for flexible business processes management [C]//International Conference on Business Process Management.Berlin: Springer Heidelberg, 2006: 169-180.

[22]?Montali M. Specification and verification of declarative open interaction models: a logic-based approach [M]. Berlin: Springer Heidelberg, 2010.

[23]?Westergaard M,?Maggi FM. Declare: a tool suite for declarative workflow modeling and enactment [C]// Proceedings of the Demo Track of the 9th Conference on Business Process Management.Clermont-Ferrand, France, 2011.

[24]?Montali M, Chesani F, Mello P, et al. Towards data-aware constraints in declare [C]// the 28th Annual ACM Symposium on Applied Computing.Coimbra, Portugal: ACM, 2013: 1391-1396.

[25]?Mannhardt F, de Leoni M, Reijers HA, et al. Balanced multi-perspective checking of process conformance [J]. Computing, 2016, 98: 407-437.

[26]?Qiu J, Pankaj P, Jiang H, et al. Laparoscopy versus open distal gastrectomy for advanced gastric cancer: a systematic review and meta-analysis [J]. Surgical Laparoscopy, Endoscopy & Percutaneous Techniques, 2013, 23(1): 1-7.

[27]?Rebuge á,?Ferreira DR. Business process analysis in healthcare environments: a methodology based on process mining [J]. Information Systems, 2012, 37(2): 99-116.

[28]?Mans R, van der Aalst WMP, Vanwersch RJB, et al. Process mining in healthcare: data challenges when answering frequently posed questions [C]// Process Support and Knowledge Representation in Health Care.?Berlin: Springer Heidelberg, 2012: 140-153.

[29]?Xu H, Pang J, Yang X, et al. Using predictive process monitoring to assist thrombolytic therapy decision-making for ischemic stroke patients [J]. BMC Medical Informatics and Decision Making, 2020, 20(Suppl 3): 120.

Xu H, Pang J, Yang X, et al. Modeling clinical activities based on multi?perspective declarative process mining with openEHR’s characteristic [J]. BMC Medical Informatics and Decision Making, 2020, 20(Suppl 14): 303.

?