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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

Material type
단행본
Personal Author
Davier, Alina A. von. Mislevy, Robert J. Hao, Jiangang.
Title Statement
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.
Publication, Distribution, etc
Cham, Switzerland :   Springer,   2021.  
Physical Medium
x, 262 p. : ill. ; 25 cm.
Series Statement
Methodology of educational measurement and assessment
ISBN
9783030743932
Bibliography, Etc. Note
Includes bibliographical references.
Subject Added Entry-Topical Term
Educational tests and measurements --Data processing. Educational technology.
000 00000nam u2200205 a 4500
001 000046121236
005 20220714135909
008 220714s2021 sz a b 000 0 eng d
020 ▼a 9783030743932
040 ▼a 211009 ▼c 211009 ▼d 211009
050 4 ▼a LB3060.55 ▼b .C66 2021
082 0 4 ▼a 371.26 ▼2 23
084 ▼a 371.26 ▼2 DDCK
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

Holdings Information

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Main Library/Western Books/ Call Number 371.26 C738 Accession No. 111866851 Availability Available Due Date Make a Reservation Service B M

Contents information

Table of Contents

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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