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Computational psychometrics : new methodologies for a new generation of digital learning and assessment : with examples in R and Python

Computational psychometrics : new methodologies for a new generation of digital learning and assessment : with examples in R and Python

자료유형
단행본
개인저자
Davier, Alina A. von. Mislevy, Robert J. Hao, Jiangang.
서명 / 저자사항
Computational psychometrics : new methodologies for a new generation of digital learning and assessment : with examples in R and Python / Alina A. von Davier, Robert J. Mislevy, Jiangang Hao, editors.
발행사항
Cham, Switzerland :   Springer,   2021.  
형태사항
x, 262 p. : ill. ; 25 cm.
총서사항
Methodology of educational measurement and assessment
ISBN
9783030743932
서지주기
Includes bibliographical references.
일반주제명
Educational tests and measurements --Data processing. Educational technology.
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020 ▼a 9783030743932
040 ▼a 211009 ▼c 211009 ▼d 211009
050 4 ▼a LB3060.55 ▼b .C66 2021
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090 ▼a 371.26 ▼b C738
245 0 0 ▼a Computational psychometrics : ▼b new methodologies for a new generation of digital learning and assessment : with examples in R and Python / ▼c Alina A. von Davier, Robert J. Mislevy, Jiangang Hao, editors.
260 ▼a Cham, Switzerland : ▼b Springer, ▼c 2021.
300 ▼a x, 262 p. : ▼b ill. ; ▼c 25 cm.
490 1 ▼a Methodology of educational measurement and assessment
504 ▼a Includes bibliographical references.
650 0 ▼a Educational tests and measurements ▼x Data processing.
650 0 ▼a Educational technology.
700 1 ▼a Davier, Alina A. von.
700 1 ▼a Mislevy, Robert J.
700 1 ▼a Hao, Jiangang.
830 0 ▼a Methodology of educational measurement and assessment.
945 ▼a ITMT

소장정보

No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 중앙도서관/서고6층/ 청구기호 371.26 C738 등록번호 111866851 도서상태 대출가능 반납예정일 예약 서비스 B M

컨텐츠정보

목차

1. Introduction. Computational Psychometrics: Towards a Principled Integration of Data Science and Machine Learning Techniques into Psychometrics

Alina A. von Davier, Robert Mislevy and Jiangang Hao




Part I. Conceptualization

2. Next generation learning and assessment: what, why and how

Robert Mislevy




3. Computational psychometrics

Alina A. von Davier, Kristen DiCerbo and Josine Verhagen




4. Virtual performance-based assessments

Jessica Andrews-Todd, Robert Mislevy, Michelle LaMar and Sebastiaan de Klerk




5. Knowledge Inference Models Used in Adaptive Learning

Maria Ofelia Z. San Pedro and Ryan S. Baker



Part II. Methodology

6. Concepts and models from Psychometrics

Robert Mislevy and Maria Bolsinova




7. Bayesian Inference in Large-Scale Computational Psychometrics

Gunter Maris, Timo Bechger and Maarten Marsman




8. Data science perspectives

Jiangang Hao and Robert Mislevy




9. Supervised machine learning

Jiangang Hao




10. Unsupervised machine learning

Pak Chunk Wong




11. AI and deep learning for educational research

Yuchi Huang and Saad M. Khan




12. Time series and stochastic processes

Peter Halpin, Lu Ou and Michelle LaMar




13. Social network analysis

Mengxiao Zhu




14. Text mining and automated scoring

Michael Flor and Jiangang Hao

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