近五年，曾以独立作者获得2023年度山东省优秀博士学位论文、2021年度省级研究生优秀成果奖一等奖、第十二届山东省统计科研优秀成果奖一等奖、2020年度省级研究生优秀成果奖二等奖、2022年圣地英才奖特别奖、2022年度校级优秀博士论文等二十余项；以第一作者在国际顶级出版社Routledge出版英文学术专著一部、国家级出版社出版中文学术专著一部，以独立作者发表BKCI学术专著Chapter（英文）；获2022年度NESIN 2022 Best Researcher Award称号；以独立作者或第一作者发表SSCI一区论文15篇（四篇为教育学大类TOP期刊，一篇为管理学TOP期刊，两篇为人文社科Nature子刊），SSCI二区3篇，CSSCI6篇，SCIE4篇，EI4篇等，同时录用SSCI TOP期刊/SSCI一区论文3篇，共计三十余篇。部分研究方法和研究结果已写入了挪威阿哥德大学AI enabled adaptive learning system的设计准则中；以主持人身份申请并完成十余个科研课题。以独立作者获得实用发明专利、软件著作权等45项。
专著
l Xiaona Xia*, Wanxue Qi. Early Warning Mechanisms for OnlineLearning Behaviors Driven by Educational Big Data. Routledge Press. ISBN：9781032776811. 2024
l 夏小娜. 大数据分析技术的教育应用研究. 山东人民出版社. ISBN：9787209145855. 2024
l Xiaona Xia*. One Chapter “Improved Probabilistic Frequent Itemset Analysis Strategy of Learning Behaviors Based on Eclat Framework” of 《Advances in Decision Making》. IntechOpen Press. ISBN: 9781839694967, 2022
论文
l Xiaona Xia*, Wanxue, Qi. Multilayer knowledge graph construction and learning behavior routing guidance based on implicit relationships of MOOCs[J]. Technological Forecasting & Social Change. 204(1), 123442. 2024.5. https://doi.org/10.1016/j.techfore.2024.123442 (管理学TOP期刊，SSCI一区, IF=12.000 )
l Xiaona Xia*, Wanxue Qi. Dropout Prediction and Decision Feedback Supported by Multi Temporal Sequences of Learning Behavior in MOOCs[J]. International Journal of Educational Technology in Higher Education. 2023.5. https://doi.org/10.1186/s41239-023-00400-x (教育学TOP期刊，SSCI一区, IF=8.600， WOS: 000997166400001)
l Xiaona Xia*, Wanxue, Qi. The construction of knowledge graphs based on associated STEM concepts in MOOCs and its guidance for sustainable learning behaviors[J]. Education and Information Technologies. 2024.4. https://doi.org/10.1007/s10639-024-12653-8（教育学TOP期刊，SSCI一区, IF=5.500， WOS: 001207652600005）
l Xiaona Xia*, Wanxue Qi. Driving STEM learning effectiveness: dropout prediction and intervention in MOOCs based on one novel behavioral data analysis approach[J]. Humanities and Social Sciences Communications. 2024.3. https://doi.org/10.1057/s41599-024-02882-0 (Nature人文社科唯一子刊). （A&HCI和SSCI双检索, SSCI一区，IF=3.500， WOS： 001187374300006）
l Xiaona Xia*, Wanxue Qi. Interpr etable Early Warning Recommendations in Interactive Learning Environments: A Deep Neural Network Approach Based on Learning Behavior Knowledge Graph[J]. Humanities and Social Sciences Communications. 2023.5. https://doi.org/10.1057/s41599-023-01739-2 (Nature人文社科唯一子刊). （A&HCI和SSCI双检索, SSCI一区，IF=3.500， WOS： 000994882500001）
l Xiaona Xia*, Wanxue, Qi. Learning Behavior Interest Propagation Strategy of MOOCs Based on Multi Entity Knowledge Graph[J]. Education and Information Technologies. 2023.3. https://doi.org/10.1007/s10639-023-11719-3（教育学TOP期刊，SSCI一区, IF=5.500， WOS: 000983456600002）
l Xiaona Xia*. Diversion inference model of learning effectiveness Supported by Differential Evolution Strategy[J]. Computers & Education: Artificial Intelligence. 2022, 3(2022): 100071. 独立
l Xiaona Xia*, Wanxue Qi. Temporal Tracking and Early Warning of Multi Semantic Features of Learning Behavior[J]. Computers & Education: Artificial Intelligence. 2022，3(2022):100045. 首位
l Xiaona Xia*. Sparse learning strategy and key feature selection in interactive learning environment[J]. Interactive Learning environments. 2021(11):1-18. 独立（SSCI一区, IF=3.928, WOS: 000719199000001）
l Xiaona Xia*. Decision application mechanism of regression analysis of multi-category learning behaviors in interactive learning environment[J]. Interactive Learning environments. 2021(4):1-13.独立（SSCI一区, IF=3.928, WOS: 000643875300001）
l Xiaona Xia*. Interaction recognition and intervention based on context feature fusion of learning behaviors in interactive learning environments[J]. Interactive Learning environments. 2021(1):1-19. 独立（SSCI一区, IF=3.928, WOS: 000608324000001）
l Xiaona Xia*. Learning behavior mining and decision recommendation based on association rules in interactive learning environment[J]. Interactive learning environments. 2020(8):1-17.独立（SSCI一区, IF=3.928, WOS: 00055562600001）
l Xiaona Xia*. Random field design and collaborative inference strategies for learning interaction activities[J]. Interactive learning environments. 2020(12):1-25. 独立（SSCI一区, IF=3.928, WOS: 000603838500001）
l Xiaona Xia*, Wanxue, Qi. Early warning mechanism of interactive learning process based on temporal memory enhancement model[J]. Education and Information Technologies. 28(1), 1019–1040 . 2022(7) online published, 28(1): 1019-1040 (2023 publication). https://doi.org/10.1007/s10639-022-11206-1（SSCI一区, IF=3.666, WOS:000826127800002）
l Xiaona Xia*, Tianjiao Wang. Multi Objective Evaluation Between Learning Behavior and Learning Achievement[J]. Asia-Pacific Education Researcher. 2022(12) , 1-15. https://doi.org/10.1007/s40299-022-00703-z （SSCI二区, IF=2.561, WOS:000899062900001）
l Xiaona Xia*. Application Technology on Collaborative Training of Interactive Learning Activities and Tendency Preference Diversion[J]. SAGE Open, 12(2), 1-15. （SSCI二区, IF=2.032, WOS:000791215100001）
l Tianjiao Wang, Xiaona Xia*. The Study of Hierarchical Learning Behaviors and Interactive Cooperation Based on Feature Clusters[J]. SAGE Open, 13(2), 1-15. （SSCI二区, IF=2.032, WOS:000971698900001）
l Xiaona Xia*, etc. Personalized service recommendation process based on service clustering[J]. International Journal of Computational Science and Engineering. 2019, 18(2):176-185. 首位（EI）
l Xiaona Xia*. Prediction of learning behavior based on improved random forest algorithm[C]. Journal of Physics: Conference Series, BDMIP 2020. July 24-26, 2020, 1-16 独立（EI）
l 夏小娜*. 随机游走与BIRCH融合的聚类统计方法[J]. 统计与决策. 2021(23): 5-9.独立（CSSCI）
l 夏小娜*, 戚万学. 智慧教学管理的决策架构方案——基于“数据管理—业务设计—平台架构”的决策维度分析[J]. 现代教育技术. 2021, 31（2）:88-94. 首位（CSSCI）
l 夏小娜*, 戚万学. 以教学行为为关键线索的智慧校园探究[J]. 现代教育技术. 2020, 30(1): 72-78. 首位（CSSCI)
l 夏小娜*, 戚万学等. 学习分析视角下的课程群体协作行为——以“高级软件工程”为例[J]. 现代教育技术. 2018,28(9):47-53. 首位（CSSCI）
l .支席年, 夏小娜*. 最小一乘导数估计的统计方法与优化[J]. 统计与决策. 2021(13):32-36. 通信（CSSCI）
l 夏小娜*等. 基于兴趣相似度传递的增强LSH统计预测[J]. 计算机应用与软件. 2020, 37(3):286-291.首位（北大核心）
l 夏小娜*, 戚万学. 兴趣驱动的用户借阅行为分析及启发式借阅流程模型构建[J]. 图书馆理论与实践. 2020(1):57-64. 首位（CSSCI扩展）
l 夏小娜*, 戚万学. “结对模式”驱动的学习行为跟踪与学习分析[J]. 计算机教育. 2019(12): 102-107. 首位（SCD）
l 夏小娜*等. 计算机专业研究生创新培养体系研究与实践. 计算机教育. 2018(9):35-29. 首位（SCD）
l 付悦, 夏小娜*. 决策分类器在大数据中的实证分析与比较[J]. 计算机技术与发展. 2020, 30(07):286-291. 通信（SCD）
l Xiaona Xia*, Jiguo Yu, Shanshan Zhang, and Shu Wu. Trusted Service Scheduling and Optimization Strategy Design of Service Recommendation. Security and Communication Networks,Volume 2017 (2017), 1-9.(SCI)
l Xiaona xia*, Jiguo Yu, Lianyong Qi, Jianchao Zheng, Lu Zhang. Collaborative social bidding decision-making mechanism of service recommendation. the 7th International Workshop on Computer Science and Engineering, 2017.6.25-2017.6.27, Beijing, China,632-636.（EI, NO. 20173404078457)
l 夏小娜*, 禹继国, 刘宪伟. “双一流” 目标驱动的计算机学科协同创新培养体系[J]. 计算机教育, 2017 (7): 14-18.
l Xiaona Xia*, Jiguo Yu. The Research of Modularized Training Mode of Engineering Application-Type Graduates[J]. Advances in Education. 2016.
l Jiguo Yu, Xiaona Xia*. Study on the Integration of Collaborative Innovation and Professional Qualities of Cultivation System for Computer Engineer Application-Type Graduates[J]. Advances in Education. 2017.
l Xiaona Xia*, Baoxiang Cao, Jiguo Yu. Architecture-centric Process Topology Selection and Composition of Cloud Extended Service Flow Based on Cloud Model. International Journal of Computer Mathematics. 2014(EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo yu. Optimized Architecture-centric Function Points’ Clustering and Aggregating about Service Flow. RESEARCH JOURNAL OF APPLIED SCIENCES, ENGINEERING AND TECHNOLOGY. 5(22). pp: 5260-5266. 2013 (SCI&EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo yu. The Autonomous Optimal Routing Design and Evolution about acE Service Flow. Computational and Theoretical Nanoscience. pp: 1704-1709. 2012(SCI&EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo yu. E-DPSO Algorithm Design and Demonstration about Dynamic Selection and Merging Process of ac-Service Flow. Journal of Computers. pp: 1631-1638. 2012 (EI)
l Xiaona xia*, Baoxiang Cao, Jiguo Yu. Dynamic Topology Sequence of Composite Service Supported by Architecture-Centric Decision-Making Mechanism. Communication in Computer and Information Science(CCIS). pp: 194-199. 2011(EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo Yu. The Membrane Activity’s Design and Evolution about acE Service Flow. Lecture Notes in Electrical Engineering. pp: 817-824. 2011 (EI)
l Baoxiang Cao, Xiaona Xia*, Jiguo Yu. Architecture-centric Business Process’s Building and Optimization Design Supported by Volunteer-oriented Internetware. Advanced Research on Industry, Information System and Material Engineering. pp: 204-210. 2011(EI)
l Baoxiang Cao, Xiaona Xia*, Jiguo Yu. The Barycenter’s Design and Service Sequence’s Evolution about Service-driven Self-adaptive Architecture-centric System. Proc. of ICACC 2010. March 27 - 29. pp: 288-293. Shengyang. 2010 (EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo Yu. Self-adaptive service’s Selection and Adjustment for Agent Pragmatics in Architecture-centric System. Proc. of 9th International Symposium on Distributed Computing and Applications to Business, Engineering and Science. August 8-10. pp: 598-602. Hongkong. 2010(EI&ISTP)
l Baoxiang Cao, Xiaona Xia*. Architecture-centric Self-adaptation Flow’s Definition and Rules’ Realization driven by Decision-making Factor. Proc. of 2009 WORLD CONGRESS ON SOFTWARE ENGINEERING. May 19-21. pp: 480-484. Xiamen. 2009(EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo Yu. The Research about Individual Internetware Granularity’s Division and Flexible Architecture Integration of “Software Engineering” Curriculum Design. Proc. of ICISE2009. December 26-28. pp: 3516-3519. Nanjing. 2009 (EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo Yu. The Self-adaptive Routing Evolution Model’s Research about Internetware of Architecture-centric System. Proc. of The 4th International Conference on Frontier of Computer Science and Technology. December 17-19. pp: 485-491. Shanghai. 2009 (EI)
l Xiaona Xia*, Baoxiang Cao, Jiguo Yu. The Trust Measurement Algorithm of Agent Internetware For Architecture-centric Evolution Model. Proc. of International Conference on Computer Science and Software Engineering. December 11-13. pp: 1-4. Wuhuan. 2009 (EI&ISTP)
l Xiaona Xia*, Baoxiang Cao, Jiguo Yu. Active Internetware’s Refining Design and Service sequence’s Combination and Evolution Based on Architecture-centric Platform. Proc. Of ICIECS2009. December 19-20. pp: 1-4. Wuhan. 2009(EI&ISTP)
Xiaona Xia*, Baoxiang Cao, Jiguo Yu. Architecture-centric Eagent Division and Self-adaptive Process Design Driven by “D-Role”. Proc. of ICICSE’09. December 21. pp: 266-271. Harbin. 2009(EI) 等.
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