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Sannyuya Liu
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2020 – today
- 2025
- [j43]Yajing Yang, Xicheng Peng, Mao Chen, Sannyuya Liu:
An explainable graph-based course recommendation model based on multiple interest factors. Expert Syst. Appl. 264: 125889 (2025) - [j42]Xi Kong, Zhi Liu
, Changsheng Chen, Sannyuya Liu, Zhenguo Xu, Qianhui Tang:
Exploratory study of an AI-supported discussion representational tool for online collaborative learning in a Chinese university. Internet High. Educ. 64: 100973 (2025) - [j41]Xianshuai Li, Zhi Liu, Sannyuya Liu:
Triple contrastive learning representation boosting for supervised multiclass tasks. Inf. Process. Manag. 62(3): 104011 (2025) - [j40]Qing Li
, Xin Yuan
, Jieyu Yue
, Xiaoxuan Shen
, Ruxia Liang
, Sannyuya Liu
, Zhonghua Yan
:
Dual-view multi-scale cognitive representation for deep knowledge tracing. Knowl. Based Syst. 310: 113010 (2025) - [j39]Zhi Liu, Hengjing Xiang, Ruxia Liang, Jinhai Xiang, Chaodong Wen, Sannyuya Liu, Jianwen Sun:
Graph Contrastive Learning via Hierarchical Multiview Enhancement for Recommendation. IEEE Trans. Ind. Informatics 21(3): 2403-2412 (2025) - 2024
- [j38]Zhi Liu
, Qianhui Tang
, Fan Ouyang
, Taotao Long
, Sannyuya Liu:
Profiling students' learning engagement in MOOC discussions to identify learning achievement: An automated configurational approach. Comput. Educ. 219: 105109 (2024) - [j37]Xian Peng
, Yanyan Jin, Jianwen Sun
, Liang Zhao
, Sannyuya Liu, Rui Li:
Exploring the effect of stress arousal on the positive emotional design of multimedia learning. Educ. Inf. Technol. 29(15): 20267-20298 (2024) - [j36]Shengyingjie Liu
, Zongkai Yang, Sannyuya Liu, Ruxia Liang, Jianwen Sun
, Qing Li
, Xiaoxuan Shen:
Hyperbolic embedding of discrete evolution graphs for intelligent tutoring systems. Expert Syst. Appl. 241: 122451 (2024) - [j35]Lei Li, Zongkai Yang, Mao Chen, Xicheng Peng, Jianwen Sun, Zhonghua Yan, Sannyuya Liu:
Automated Generation of Geometry Proof Problems Based on Point Geometry Identity. J. Autom. Reason. 68(2): 11 (2024) - [j34]Zhi Liu, Hao Chen, Xi Kong
, Chaodong Wen
, Jia Chen, Sannyuya Liu, Zongkai Yang:
SegRewardGraph: unsupervised teaching video story segmentation method based on subtitle length-rewarding strategy and semantic relatedness graphs. Multim. Tools Appl. 83(17): 52509-52534 (2024) - [j33]Sannyuya Liu
, Qing Li, Xiaoxuan Shen
, Jianwen Sun
, Zongkai Yang
:
Automated discovery of symbolic laws governing skill acquisition from naturally occurring data. Nat. Comput. Sci. 4(5): 334-345 (2024) - [j32]Jianwen Sun
, Shangheng Du
, Zhi Liu
, Fenghua Yu, Sannyuya Liu
, Xiaoxuan Shen
:
Weighted Heterogeneous Graph-Based Three-View Contrastive Learning for Knowledge Tracing in Personalized e-Learning Systems. IEEE Trans. Consumer Electron. 70(1): 2838-2847 (2024) - [j31]Qing Li
, Xin Yuan
, Sannyuya Liu
, Lu Gao
, Tianyu Wei
, Xiaoxuan Shen
, Jianwen Sun
:
A Genetic Causal Explainer for Deep Knowledge Tracing. IEEE Trans. Evol. Comput. 28(4): 861-875 (2024) - [j30]Xiaoxuan Shen
, Jianwei Yu, Ruxia Liang, Qing Li
, Shengyingjie Liu, Shangheng Du
, Jianwen Sun, Sannyuya Liu:
Autobalanced Multitask Node Embedding Framework for Intelligent Education. IEEE Trans. Neural Networks Learn. Syst. 35(6): 8653-8667 (2024) - [j29]Zhi Liu
, Chaodong Wen
, Zhu Su, Sannyuya Liu
, Jianwen Sun
, Weizheng Kong, Zongkai Yang:
Emotion-Semantic-Aware Dual Contrastive Learning for Epistemic Emotion Identification of Learner-Generated Reviews in MOOCs. IEEE Trans. Neural Networks Learn. Syst. 35(11): 16464-16477 (2024) - [j28]Sannyuya Liu
, Shengyingjie Liu
, Zongkai Yang
, Jianwen Sun
, Xiaoxuan Shen
, Qing Li
, Rui Zou
, Shangheng Du
:
Heterogeneous Evolution Network Embedding with Temporal Extension for Intelligent Tutoring Systems. ACM Trans. Inf. Syst. 42(2): 45:1-45:28 (2024) - [j27]Jianwen Sun, Shangheng Du
, Ruxia Liang, Xiaoxuan Shen, Qing Li, Sannyuya Liu, Zongkai Yang:
Deep adversarial group recommendation with user feature space separation. User Model. User Adapt. Interact. 34(3): 583-615 (2024) - [c17]Rui Zou, Sannyuya Liu, Yawei Luo, Yaqi Liu, Jintian Feng, Mengqi Wei, Jianwen Sun:
Balancing Humans and Machines: A Study on Integration Scale and Its Impact on Collaborative Performance. AAAI 2024: 17628-17636 - [c16]Ying Fang, Bo He, Zhi Liu, Sannyuya Liu, Zhonghua Yan, Jianwen Sun:
Evaluating the Design Features of an Intelligent Tutoring System for Advanced Mathematics Learning. AIED (1) 2024: 338-350 - [c15]Zijie Zeng, Shiqi Liu, Lele Sha, Zhuang Li, Kaixun Yang, Sannyuya Liu, Dragan Gasevic, Guangliang Chen:
Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and Insights. IJCAI 2024: 7545-7553 - [c14]Jianwen Sun, Fenghua Yu
, Qian Wan
, Qing Li
, Sannyuya Liu
, Xiaoxuan Shen:
Interpretable Knowledge Tracing with Multiscale State Representation. WWW 2024: 3265-3276 - [i9]Zijie Zeng, Shiqi Liu, Lele Sha, Zhuang Li, Kaixun Yang, Sannyuya Liu, Dragan Gasevic, Guanliang Chen:
Towards Detecting AI-Generated Text within Human-AI Collaborative Hybrid Texts. CoRR abs/2403.03506 (2024) - [i8]Sannyuya Liu, Qing Li, Xiaoxuan Shen, Jianwen Sun, Zongkai Yang:
Automated discovery of symbolic laws governing skill acquisition from naturally occurring data. CoRR abs/2404.05689 (2024) - [i7]Shiqi Liu, Sannyuya Liu, Lele Sha, Zijie Zeng, Dragan Gasevic, Zhi Liu:
Annotation Guidelines-Based Knowledge Augmentation: Towards Enhancing Large Language Models for Educational Text Classification. CoRR abs/2406.00954 (2024) - [i6]Sannyuya Liu, Jintian Feng, Zongkai Yang, Yawei Luo, Qian Wan, Xiaoxuan Shen, Jianwen Sun:
COMET: "Cone of experience" enhanced large multimodal model for mathematical problem generation. CoRR abs/2407.11315 (2024) - [i5]Qianru Han, Xinwei He, Zhi Liu, Sannyuya Liu, Ying Zhang, Jinhai Xiang:
CLIP-SCGI: Synthesized Caption-Guided Inversion for Person Re-Identification. CoRR abs/2410.09382 (2024) - [i4]Rui Zou, Mengqi Wei, Jintian Feng, Qian Wan, Jianwen Sun, Sannyuya Liu:
Gradual Vigilance and Interval Communication: Enhancing Value Alignment in Multi-Agent Debates. CoRR abs/2412.13471 (2024) - [i3]Ying Fang, Bo He, Zhi Liu, Sannyuya Liu, Zhonghua Yan, Jianwen Sun:
Evaluating the Design Features of an Intelligent Tutoring System for Advanced Mathematics Learning. CoRR abs/2412.17265 (2024) - 2023
- [j26]Jia Chen, Yasong Chen, Weihao Li, Zhi Liu, Sannyuya Liu, Zongkai Yang:
Image co-segmentation based on pyramid features cross-correlation network. Sci. China Inf. Sci. 66(1) (2023) - [j25]Sannyuya Liu, Lingyun Kang
, Zhi Liu
, Jing Fang, Zongkai Yang, Jianwen Sun, Meiyi Wang, Mengwei Hu:
Computer-supported collaborative concept mapping: the impact of students' perceptions of collaboration on their knowledge understanding and behavioral patterns. Interact. Learn. Environ. 31(6): 3340-3359 (2023) - [j24]Zhi Liu
, Rui Mu, Zongkai Yang, Xian Peng
, Sannyuya Liu, Jia Chen:
Modeling temporal cognitive topic to uncover learners' concerns under different cognitive engagement patterns. Interact. Learn. Environ. 31(10): 7196-7213 (2023) - [j23]Chao Wu, Zeyu Zeng, Yajing Yang, Mao Chen
, Xicheng Peng, Sannyuya Liu:
Task-driven cleaning and pruning of noisy knowledge graph. Inf. Sci. 646: 119406 (2023) - [j22]Xicheng Peng, Jingzhong Zhang, Mao Chen
, Sannyuya Liu:
Self-evident Automated Geometric Theorem Proving Based on Complex Number Identity. J. Autom. Reason. 67(4): 38 (2023) - [j21]Sannyuya Liu, Lingyun Kang
, Zhi Liu, Liang Zhao, Zongkai Yang, Zhu Su:
Exploring the relationships between students' network characteristics, discussion topics and learning outcomes in a course discussion forum. J. Comput. High. Educ. 35(3): 487-520 (2023) - [j20]Zhi Liu, Weizheng Kong, Xian Peng, Zongkai Yang, Sannyuya Liu, Shiqi Liu
, Chaodong Wen
:
Dual-feature-embeddings-based semi-supervised learning for cognitive engagement classification in online course discussions. Knowl. Based Syst. 259: 110053 (2023) - [j19]Qian Wan
, Shangheng Du
, Yaqi Liu, Jing Fang
, Luona Wei, Sannyuya Liu:
Document-level relation extraction with hierarchical dependency tree and bridge path. Knowl. Based Syst. 278: 110873 (2023) - [j18]Jianwen Sun
, Lu Gao, Xiaoxuan Shen
, Sannyuya Liu, Ruxia Liang, Shangheng Du
, Shengyingjie Liu:
Separated Graph Neural Networks for Recommendation Systems. IEEE Trans. Ind. Informatics 19(1): 382-393 (2023) - [j17]Zhi Liu, Xi Kong
, Hao Chen
, Sannyuya Liu
, Zongkai Yang:
MOOC-BERT: Automatically Identifying Learner Cognitive Presence From MOOC Discussion Data. IEEE Trans. Learn. Technol. 16(4): 528-542 (2023) - [j16]Tao Huang
, Shengze Hu
, Huali Yang
, Jing Geng
, Sannyuya Liu, Hao Zhang
, Zongkai Yang
:
PQSCT: Pseudo-Siamese BERT for Concept Tagging With Both Questions and Solutions. IEEE Trans. Learn. Technol. 16(5): 831-846 (2023) - [c13]Jianwen Sun
, Fenghua Yu
, Sannyuya Liu
, Yawei Luo
, Ruxia Liang
, Xiaoxuan Shen
:
Adversarial Bootstrapped Question Representation Learning for Knowledge Tracing. ACM Multimedia 2023: 8016-8025 - 2022
- [j15]Sannyuya Liu
, Tianhui Hu
, Huanyou Chai, Zhu Su, Xian Peng:
Learners' interaction patterns in asynchronous online discussions: An integration of the social and cognitive interactions. Br. J. Educ. Technol. 53(1): 23-40 (2022) - [j14]Sannyuya Liu, Shiqi Liu
, Zhi Liu
, Xian Peng
, Zongkai Yang:
Automated detection of emotional and cognitive engagement in MOOC discussions to predict learning achievement. Comput. Educ. 181: 104461 (2022) - [j13]Zhi Liu, Xi Kong, Sannyuya Liu, Zongkai Yang, Cuishuang Zhang:
Looking at MOOC discussion data to uncover the relationship between discussion pacings, learners' cognitive presence and learning achievements. Educ. Inf. Technol. 27(6): 8265-8288 (2022) - [j12]Jianwen Sun
, Rui Zou, Ruxia Liang, Lu Gao
, Sannyuya Liu
, Qing Li, Kai Zhang, Lulu Jiang:
Ensemble Knowledge Tracing: Modeling interactions in learning process. Expert Syst. Appl. 207: 117680 (2022) - [j11]Chao Wu, Sannyuya Liu, Zeyu Zeng, Mao Chen, Adi Alhudhaif
, Xiangyang Tang, Fayadh Alenezi, Norah Alnaim, Xicheng Peng:
Knowledge graph-based multi-context-aware recommendation algorithm. Inf. Sci. 595: 179-194 (2022) - [j10]Sannyuya Liu, Jianwei Yu, Qing Li, Ruxia Liang, Yunhan Zhang, Xiaoxuan Shen, Jianwen Sun:
Ability boosted knowledge tracing. Inf. Sci. 596: 567-587 (2022) - 2021
- [j9]Sannyuya Liu
, Rui Zou, Jianwen Sun
, Kai Zhang, Lulu Jiang, Dongbo Zhou, Jing Yang:
A Hierarchical Memory Network for Knowledge Tracing. Expert Syst. Appl. 177: 114935 (2021) - [j8]Xiaoxuan Shen
, Baolin Yi
, Hai Liu
, Wei Zhang, Zhaoli Zhang
, Sannyuya Liu
, Naixue Xiong
:
Deep Variational Matrix Factorization with Knowledge Embedding for Recommendation System. IEEE Trans. Knowl. Data Eng. 33(5): 1906-1918 (2021) - [c12]Zhi Liu
, Rui Mu, Shiqi Liu, Xian Peng, Sannyuya Liu:
Modeling Temporal Association of Cognition-Topic in MOOC Discussion to Track Learners' Cognitive Engagement Dynamics. L@S 2021: 319-322 - [c11]Zhu Su, Wenxiang Ke, Yue Li, Sannyuya Liu:
Research on student behavior characters from the campus big data. TALE 2021: 500-505 - 2020
- [j7]Zhicheng Dai, Mengting Wang
, Sannyuya Liu, Liqiong Tang:
Design and the technology acceptance model analysis of instructional mapping. Comput. Appl. Eng. Educ. 28(4): 892-907 (2020) - [j6]Zongkai Yang, Zhu Su, Sannyuya Liu
, Zhi Liu, Wenxiang Ke, Liang Zhao:
Evolution features and behavior characters of friendship networks on campus life. Expert Syst. Appl. 158: 113519 (2020) - [j5]Tingting Liu, Hai Liu
, Youfu Li
, Zengzhao Chen, Zhaoli Zhang
, Sannyuya Liu
:
Flexible FTIR Spectral Imaging Enhancement for Industrial Robot Infrared Vision Sensing. IEEE Trans. Ind. Informatics 16(1): 544-554 (2020) - [c10]Zhi Liu, Shiqi Liu, Cuishuang Zhang, Zhu Su, Tianhui Hu, Sannyuya Liu:
Investigating the Relationship between Learners' Cognitive Participation and Learning Outcome in Asynchronous Online Discussion Forums. CSEDU (2) 2020: 26-33 - [c9]Shanyu Tan, Zhi Liu, Shiqi Liu, Zhu Su, Huanyou Chai, Sannyuya Liu:
Investigating the Relationship among Students' Interest, Flow and Their Learning Outcomes in a Blended Learning Asynchronous Forum. CSEDU (2) 2020: 34-41 - [c8]Tianhui Hu, Huanyou Chai, Sannyuya Liu, Qian Zhang, Guanxian Yi, Zhi Liu, Zhu Su:
Investigating the Differences of Student Interactions between Behavior- and Content-based Networks in Online Discussions. CSEDU (2) 2020: 253-260 - [i2]Zongkai Yang, Zhu Su, Sannyuya Liu, Zhi Liu, Wenxiang Ke, Liang Zhao:
Evolution Features and Behavior Characters of Friendship Networks on Campus Life. CoRR abs/2004.06266 (2020)
2010 – 2019
- 2019
- [j4]Sannyuya Liu
, Zhonghua Yan
, Xiufeng Cheng, Liang Zhao:
Non-Bayesian Social Learning With Imperfect Private Signal Structure. IEEE Access 7: 58959-58973 (2019) - [j3]Zhi Liu
, Chongyang Yang, Sylvio Rüdian, Sannyuya Liu
, Liang Zhao
, Tai Wang
:
Temporal emotion-aspect modeling for discovering what students are concerned about in online course forums. Interact. Learn. Environ. 27(5-6): 598-627 (2019) - [j2]Baolin Yi, Xiaoxuan Shen
, Hai Liu
, Zhaoli Zhang
, Wei Zhang, Sannyuya Liu, Naixue Xiong:
Deep Matrix Factorization With Implicit Feedback Embedding for Recommendation System. IEEE Trans. Ind. Informatics 15(8): 4591-4601 (2019) - [c7]Sannyuya Liu, Huanyou Chai
, Zhi Liu, Niels Pinkwart, Xue Han, Tianhui Hu:
Effects of Proactive Personality and Social Centrality on Learning Performance in SPOCs. CSEDU (2) 2019: 481-487 - [c6]Hai Liu, Youfu Li
, Dan Su, Zhaoli Zhang
, Sannyuya Liu, Tingting Liu:
DISR: Deep Infrared Spectral Restoration Algorithm for Robot Sensing and Intelligent Visual Tracking Systems. IROS 2019: 8012-8017 - [i1]Sannyuya Liu, Zhonghua Yan, Xiufeng Cheng, Liang Zhao:
Non-Bayesian Social Learning with Imperfect Private Signal Structure. CoRR abs/1904.02385 (2019) - 2018
- [j1]Zhi Liu, Wenjing Zhang, Hercy N. H. Cheng, Jianwen Sun, Sannyuya Liu:
Investigating Relationship Between Discourse Behavioral Patterns and Academic Achievements of Students in SPOC Discussion Forum. Int. J. Distance Educ. Technol. 16(2): 37-50 (2018) - [c5]Zhi Liu, Lingyun Kang, Monika Domanska, Sannyuya Liu, Jianwen Sun, Changli Fang:
Social Network Characteristics of Learners in a Course Forum and Their Relationship to Learning Outcomes. CSEDU (1) 2018: 15-21 - [c4]Zhi Liu
, Tai Wang
, Niels Pinkwart, Sannyuya Liu, Lingyun Kang:
An Emotion Oriented Topic Modeling Approach to Discover What Students are Concerned about in Course Forums. ICALT 2018: 170-172 - 2017
- [c3]Dongbo Zhou, Hao Li, Sannyuya Liu, Bo Song, Xiaohua Tony Hu:
A map-based visual analysis method for patterns discovery of mobile learning in education with big data. IEEE BigData 2017: 3482-3491 - [c2]Liansheng Jia, Hercy N. H. Cheng, Sannyuya Liu, Wang-Chen Chang, Yangjun Chen, Jianwen Sun:
Integrating Clustering and Sequential Analysis to Explore Students' Behaviors in an Online Chinese Reading Assessment System. IIAI-AAI 2017: 719-724 - [c1]Yangjun Chen, Calvin C. Y. Liao, Sannyuya Liu, Hercy N. H. Cheng, Liansheng Jia, Jianwen Sun:
Evaluating Children's Composition Based on Chinese Linguistic Features with Machine Learning. IIAI-AAI 2017: 729-734
Coauthor Index

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