지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국자료분석학회 Journal of The Korean Data Analysis Society Journal of The Korean Data Analysis Society 제23권 제4호
- 발행연도
- 2021.8
- 수록면
- 1,509 - 1,516 (8page)
- DOI
- 10.37727/jkdas.2021.23.4.1509
이용수
초록· 키워드
오류제보하기
Using the complimentary software R and WinBugs, this study examined the item parameter recovery via Markov chain Monte Carlo (MCMC) and its convergence diagnostic measures. Ten sets of dichotomous response data were generated under the condition of 1000 examinees and 21 items with the simplest item response theory (IRT) model (that is, one parameter logistic model (1-PLM)). This study followed four steps: (1) generating 10 replication data sets using R, (2) calibrating 1-PL IRT model to those artificial data sets with WinBugs, (3) checking convergence measures via the specialized diagnostic tool, R package ‘boa’, and (4) evaluating parameter recovery performance by examining a sort of summary statistics such as RMSE. The present study shed light on the Bayesian IRT framework and the performance of statistical software in terms of item parameter recovery. Plus, by employing a series of education big data, this paper serves as a prelude to subsequent machine learning-based IRT research.
목차
등록된 정보가 없습니다.
참고문헌 (9)
참고문헌 신청
Stephen P. Brooks / 1998 / General Methods for Monitoring Convergence of Iterative Simulations / Journal of Computational and Graphical Statistics 7(4):434~455
Philip Heidelberger / 1983 / Simulation Run Length Control in the Presence of an Initial Transient / Operations Research 31(6):1109~1144
강창완 / 2005 / Rasch 모형을 이용한 유아발달검사의 문항연구 / Journal of The Korean Data Analysis Society 7(4):1199~1212
곽민호 / 2019 / Finding Best Model in Multiple Regression Applying Reversible Jump MCMC / Journal of The Korean Data Analysis Society 21(4):1675~1692
이남훈 / 2018 / Bayesian Inference of the Parameters from the Beta Log-logistic Model based on Progressive Type-II Censoring / Journal of The Korean Data Analysis Society 20(5):2201~2211
Philip Heidelberger / 1983 / Simulation Run Length Control in the Presence of an Initial Transient / Operations Research 31(6):1109~1144
강창완 / 2005 / Rasch 모형을 이용한 유아발달검사의 문항연구 / Journal of The Korean Data Analysis Society 7(4):1199~1212
곽민호 / 2019 / Finding Best Model in Multiple Regression Applying Reversible Jump MCMC / Journal of The Korean Data Analysis Society 21(4):1675~1692
이남훈 / 2018 / Bayesian Inference of the Parameters from the Beta Log-logistic Model based on Progressive Type-II Censoring / Journal of The Korean Data Analysis Society 20(5):2201~2211
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Machine Learning Techniques with Item Response Data
Journal of The Korean Data Analysis Society
2021 .10
-
A comparative study on differential item functioning detection of three approaches to measurement equivalence
한국데이터정보과학회지
2021 .01
-
Bayesian pattern mixture model under nonignorable nonresponse for binary data
한국데이터정보과학회지
2019 .07
-
The Comparison Study on Dose Distribution of 6He and 4He Ion Beams
새물리
2021 .02
-
원룸소형주택의 효율적 관리를 위한 요구도 조사 - 경기도 광주시를 대상으로 -
한국주거학회논문집
2020 .10
-
The effects of scanning position on evaluation of cerebral atrophy level: assessed by item response theory
CSAM(Communications for Statistical Applications and Methods)
2016 .11
-
Markov chain Monte Carlo simulation of a Bayesian mixture model for gene network inference
Genes & Genomics
2019 .01
-
Multivariable Bayesian curve-fitting under functional measurement error model
한국데이터정보과학회지
2016 .12
-
재표본 방법론을 활용한 베이지안 주파수 추정
응용통계연구
2017 .12
-
Bayesian analysis of financial volatilities addressing long-memory, conditional heteroscedasticity and skewed error distribution
CSAM(Communications for Statistical Applications and Methods)
2017 .09
-
2018 물리 인증제 1급 문항 분석 연구
새물리
2020 .11
-
건강한 노화를 위한 노인주택 실내공간성능 평가도구 개발
한국주거학회논문집
2022 .12
-
연속적 간격법의 타당성
Journal of The Korean Data Analysis Society
2023 .04
-
Optimization of the Diverging Collimator for Thyroid Cancer Treatment Room Monitoring with 131I Isotopes Using Monte Carlo Simulation
한국자기학회 학술연구발표회 논문개요집
2020 .11
-
확률강우분포의 매개변수 및 불확실성 추정을 위한 베이지안 기법의 비교
한국환경과학회지
2019 .01
-
Bayesian pooling for contingency tables from small areas
한국데이터정보과학회지
2016 .12
-
Computational issues on the blocked Gibbs algorithm
한국데이터정보과학회지
2023 .11
-
Comparison of Land Surface Temperatures from Near-surface Measurement and Satellite-based Product
대한원격탐사학회지
2019 .01
-
Estimation algorithm for physical parameters in a shallow arch
대한수학회지
2021 .01
-
Classical and Bayesian inferences of stress-strength reliability model based on record data
CSAM(Communications for Statistical Applications and Methods)
2024 .09
이 논문의 저자 정보
최근 본 자료
댓글(0)
0