Unified Uncertainty Estimation for Cognitive Diagnosis Models

Author:

Wang Fei1ORCID,Liu Qi1ORCID,Chen Enhong2ORCID,Liu Chuanren3ORCID,Huang Zhenya1ORCID,Wu Jinze4ORCID,Wang Shijin5ORCID

Affiliation:

1. School of Computer Science and Technology, University of Science and Technology of China & State Key Laboratory of Cognitive Intelligence, Hefei, China

2. Anhui Province Key Laboratory of Big Data Analysis and Application, University of Science and Technology of China & State Key Laboratory of Cognitive Intelligence, Hefei, China

3. Business Analytics and Statistics, The University of Tennessee, Knoxville, USA

4. iFLYTEK Research & State Key Laboratory of Cognitive Intelligence, Hefei, China

5. iFLYTEK AI Research (Central China) & State Key Laboratory of Cognitive Intelligence, Wuhan, China

Funder

National Key R&D Program of China

National Natural Science Foundation of China

Publisher

ACM

Reference38 articles.

1. A review of uncertainty quantification in deep learning: Techniques, applications and challenges

2. Quality Meets Diversity: A Model-Agnostic Framework for Computerized Adaptive Testing

3. Charles Blundell, Julien Cornebise, Koray Kavukcuoglu, and Daan Wierstra. 2015. Weight uncertainty in neural network. In International conference on machine learning. PMLR, 1613--1622.

4. Large-Scale Machine Learning with Stochastic Gradient Descent

5. Yinghao Chu, Mengying Li, Hugo TC Pedro, and Carlos FM Coimbra. 2015. Real-time prediction intervals for intra-hour DNI forecasts. Renewable energy , Vol. 83 (2015), 234--244.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3