Back to the Basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation

8 April 2016

Papers citing "Back to the Basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation"

29 / 29 papers shown

Title
Improving Question Embeddings with Cognitiv Representation Optimization for Knowledge Tracing Lixiang Xu Xianwei Ding Xin Yuan Zihan Wang Lu Bai Enhong Chen Philip S. Yu Y. Tang AI4Ed 30 0 0 05 Apr 2025
Cross-domain-aware Worker Selection with Training for Crowdsourced Annotation Yushi Sun Jiachuan Wang Peng Cheng Libin Zheng Lei Chen Jian Yin 28 0 0 11 Jun 2024
Variational Temporal IRT: Fast, Accurate, and Explainable Inference of Dynamic Learner Proficiency Yunsung Kim Sreechan Sankaranarayanan Chris Piech Candace Thille VLM 47 2 0 14 Nov 2023
A Comprehensive Survey on Deep Learning Techniques in Educational Data Mining Y. Lin Hong Chen Wei Xia F. Lin Zongyue Wang Yong Li AI4Ed 37 8 0 09 Sep 2023
Deep Knowledge Tracing is an implicit dynamic multidimensional item response theory model Jill-Jênn Vie Hisashi Kashima AI4Ed 17 0 0 18 Aug 2023
COACH: Cooperative Robot Teaching Cunjun Yu Yiqing Xu Linfeng Li David Hsu 29 5 0 13 Feb 2023
Knowledge Tracing for Complex Problem Solving: Granular Rank-Based Tensor Factorization Chunpai Wang Shaghayegh Sherry Sahebi Siqian Zhao Peter Brusilovsky Laura O. Moraes AI4Ed 13 13 0 06 Oct 2022
Privacy-Preserving Synthetic Educational Data Generation Jill-Jênn Vie Tomas Rigaux Sein Minn 13 6 0 07 Jul 2022
pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing Models Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Jiliang Tang Weiqing Luo AI4Ed 15 48 0 23 Jun 2022
Knowledge Tracing: A Survey Ghodai M. Abdelrahman Qing Wang B. Nunes AI4Ed 26 193 0 08 Jan 2022
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations Sein Minn Jill-Jênn Vie Koh Takeuchi H. Kashima Feida Zhu AI4Ed 28 30 0 15 Dec 2021
PEEK: A Large Dataset of Learner Engagement with Educational Videos Sahan Bulathwela Maria Perez-Ortiz Erik Novak Emine Yilmaz John Shawe-Taylor 18 11 0 03 Sep 2021
Multi-Factors Aware Dual-Attentional Knowledge Tracing Moyu Zhang Xinning Zhu Chunhong Zhang Yang Ji Feng Pan Changchuan Yin AI4Ed 23 45 0 10 Aug 2021
LANA: Towards Personalized Deep Knowledge Tracing Through Distinguishable Interactive Sequences Yuhao Zhou Xihua Li Yunbo Cao Xuemin Zhao Qing Ye Jiancheng Lv AI4Ed 11 9 0 21 Apr 2021
BKT-LSTM: Efficient Student Modeling for knowledge tracing and student performance prediction Sein Minn AI4Ed 14 9 0 22 Dec 2020
Improving Knowledge Tracing via Pre-training Question Embeddings Yunfei Liu Yang Yang Xianyu Chen Jian Shen Haifeng Zhang Yong Yu AI4Ed 14 111 0 09 Dec 2020
Context-Aware Attentive Knowledge Tracing Aritra Ghosh Neil T. Heffernan Andrew S. Lan AI4Ed HAI 13 363 0 24 Jul 2020
VarFA: A Variational Factor Analysis Framework For Efficient Bayesian Learning Analytics Zichao Wang Yi Gu Andrew S. Lan Richard Baraniuk 19 10 0 27 May 2020
Dynamic Knowledge embedding and tracing Liangbei Xu Mark A. Davenport 26 9 0 18 May 2020
Introducing a framework to assess newly created questions with Natural Language Processing Luca Benedetto Andrea Cappelli R. Turrin Paolo Cremonesi 14 20 0 28 Apr 2020
R2DE: a NLP approach to estimating IRT parameters of newly generated questions Luca Benedetto Andrea Cappelli R. Turrin Paolo Cremonesi 26 37 0 21 Jan 2020
Knowledge Query Network: How Knowledge Interacts with Skills Jinseok Lee Dit-Yan Yeung 14 62 0 03 Aug 2019
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of Skills Benoît Choffin Fabrice Popineau Yolaine Bourda Jill-Jênn Vie CLL 16 88 0 14 May 2019
Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory Chun-Kit Yeung 12 114 0 26 Apr 2019
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing Frank Soboczenski H. Kashima 22 161 0 08 Nov 2018
Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing Sein Minn Yi Yu Michel C. Desmarais Feida Zhu Jill-Jênn Vie AI4Ed 16 100 0 24 Sep 2018
Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization Chun-Kit Yeung Dit-Yan Yeung AI4Ed 16 248 0 06 Jun 2018
Deep Trustworthy Knowledge Tracing Heonseok Ha Uiwon Hwang Yongjun Hong Jahee Jang Sungroh Yoon AI4Ed KELM 11 6 0 28 May 2018
Deep Factorization Machines for Knowledge Tracing Jill-Jênn Vie 22 13 0 01 May 2018