Machine Learning, Natural Language Processing, and Psychometrics

Lingua: inglese

Editore: Emerald Publishing Inc, US, 2024

9798887306049

Da: Rarewaves.com UK, London, Regno UnitoRarewaves.com UK

Venditore con 5 stelle

Venditore AbeBooks dal 11 giugno 2025

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This book contains an Open Access Chapter.With the exponential increase of digital assessment, different types of data in addition to item responses become available in the measurement process. One of the salient features in digital assessment is that process data can be easily collected. This non-conventional structured or unstructured data source may bring new perspectives to better understand the assessment products or accuracy and the process how an item product was attained. The analysis of the conventional and non-conventional assessment data calls for more methodology other than the latent trait modeling.Natural language processing (NLP) methods and machine learning algorithms have been successfully applied in automated scoring. It has been explored in providing diagnostic feedback to test-takers in writing assessment. Recently, machine learning algorithms have been explored for cheating detection and cognitive diagnosis. When the measurement field promote the use of assessment data to provide feedback to improve teaching and learning, it is the right time to explore new methodology and explore the value added from other data sources. This book presents the use cases of machine learning and NLP in improving the assessment theory and practices in high-stakes summative assessment, learning, and instruction. More specifically, experts from the field addressed the topics related to automated item generations, automated scoring, automated feedback in writing, explainability of automated scoring, equating, cheating and alarming response detection, adaptive testing, and applications in science assessment. This book demonstrates the utility of machine learning and NLP in assessment design and psychometric analysis.…

Codice articolo LU-9798887306049

Titolo
Machine Learning, Natural Language Processing, and Psychometrics
Autore
Hong Jiao
Editore
Emerald Publishing Inc, US
Anno di pubblicazione
2024
Condizione
New
Rilegatura
Paperback
Lingua
inglese
ISBN 13
9798887306049
Peso dell'articolo
345 grammi

Rarewaves.com UK

London, Regno Unito

Venditore con 5 stelle

Venditore AbeBooks dal 11 giugno 2025

Tariffe di spedizione da Regno Unito a U.S.A.

ArticoloDa 60 a 60 giorni lavorativiDa 60 a 60 giorni lavorativi
Primo articoloEUR 77,83EUR 119,74
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