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Ability boosted knowledge tracing

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成果类型:
期刊论文
作者:
Liu, Sannyuya;Yu, Jianwei;Li, Qing;Liang, Ruxia;Zhang, Yunhan;...
通讯作者:
Shen, Xiaoxuan;Sun, JW
作者机构:
[Shen, Xiaoxuan; Liu, Sannyuya; Li, Qing; Shen, XX; Sun, Jianwen; Liang, Ruxia; Zhang, Yunhan] Cent China Normal Univ, Natl Engn Lab Educ Big Data, Wuhan 430079, Peoples R China.
[Liu, Sannyuya; Yu, Jianwei] Cent China Normal Univ, Natl Engn Res Ctr Elearning, Wuhan 430079, Peoples R China.
[Shen, Xiaoxuan; Liu, Sannyuya; Li, Qing; Shen, XX; Sun, Jianwen; Liang, Ruxia; Zhang, Yunhan; Yu, Jianwei] Cent China Normal Univ, Fac Artificial Intelligence Educ, Wuhan 430079, Peoples R China.
通讯机构:
[Shen, XX; Sun, JW ] C
Cent China Normal Univ, Natl Engn Lab Educ Big Data, Wuhan 430079, Peoples R China.
Cent China Normal Univ, Fac Artificial Intelligence Educ, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Artificial intelligence in education;Ensemble learning;Graph neural networks;Knowledge tracing;Learner modeling;Matrix factorization
期刊:
Information Sciences
ISSN:
0020-0255
年:
2022
卷:
596
页码:
567-587
基金类别:
In the formulation of the knowledge tracing task, the training data consisted of a student set ( U), question set ( I) and knowledge concept set ( KC). The student set can be denoted by U=u1,u2,…,um, where mrepresents the number of students in the e-learning system, and I is the question set, I=q1,q2,…,qs, where sdenotes the number of questions. The learning sequence and corresponding feedback on the questions from a specific student are in the form of time-series data. Sui=Sui1,Sui2,…,Suil
机构署名:
本校为第一且通讯机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
Knowledge tracing (KT) has become an increasingly relevant problem in intelligent education services, which estimates and traces the degree of learner's mastery of concepts based on students’ responses to learning resources. The existing mainstream KT models, only attribute learners’ feedback to the degree of knowledge mastery and leave the influence of mental ability factors out of consideration. Although ability is an essential component of the problem-solving process, these knowledge-centered models cause a contradiction between data fitti...

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