A Step-by-Step Guide to Applying the Rasch Model Using R: A Manual for the Social Sciences
暫譯: 使用 R 應用 Rasch 模型的逐步指南:社會科學手冊

Lamprianou, Iasonas

  • 出版商: Routledge
  • 出版日期: 2024-12-17
  • 售價: $2,650
  • 貴賓價: 9.5$2,518
  • 語言: 英文
  • 頁數: 292
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032619406
  • ISBN-13: 9781032619408
  • 相關分類: R 語言
  • 海外代購書籍(需單獨結帳)

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商品描述

This new edition provides a step-by-step guide to applying the Rasch model in R, a probabilistic model used by researchers across the social sciences to measure unobservable ("latent") variables. Although the focus is on simple R code, the book provides updated guidance through the point-and-click menus of BlueSky Statistics software.

The book covers all Rasch models frequently used in social sciences, from the Simple Rasch model to the Rating Scale, Partial Credit, and Many-Facets Rasch models. Using a pragmatic approach to model-data fit, this book offers helpful practical examples to investigate Rasch model assumptions. In addition to traditional Rasch model approaches, it introduces the Rasch model as a special case of a Generalized Mixed Effects Model. Readers will also benefit from the online support material which includes all the code used in the book in downloadable and useable files.

It also provides a comprehensive guide to R programming and practical guidance on using BlueSky Statistics software's point-and-click menus. This dual approach enables readers to experiment with data analysis using the provided data sets, enhancing their understanding and application of statistical concepts. It will be a valuable resource for both students and researchers who want to use Rasch models in their research.

商品描述(中文翻譯)

這個新版本提供了一個逐步指南,教導如何在 R 中應用 Rasch 模型,這是一種被社會科學研究者用來測量不可觀察(「潛在」)變數的機率模型。雖然重點在於簡單的 R 代碼,但本書也通過 BlueSky Statistics 軟體的點擊式菜單提供了更新的指導。

本書涵蓋了社會科學中常用的所有 Rasch 模型,從簡單的 Rasch 模型到評分量表、部分信用和多面向 Rasch 模型。採用務實的方法來評估模型與數據的適配性,本書提供了有助於檢驗 Rasch 模型假設的實用範例。除了傳統的 Rasch 模型方法外,它還將 Rasch 模型介紹為廣義混合效應模型的一個特例。讀者還可以受益於在線支援材料,其中包括本書中使用的所有代碼,這些代碼可以下載和使用。

本書還提供了 R 程式設計的全面指南,以及使用 BlueSky Statistics 軟體的點擊式菜單的實用指導。這種雙重方法使讀者能夠使用提供的數據集進行數據分析實驗,增強他們對統計概念的理解和應用。對於希望在研究中使用 Rasch 模型的學生和研究人員來說,這將是一個寶貴的資源。

作者簡介

Iasonas Lamprianou is Associate Professor of Quantitative Methods at the University of Cyprus. He specializes in the operationalization and measurement of latent variables in the social sciences. Iasonas has a long-standing interest on the application of Rasch models on empirical data and has published widely in diverse disciplines such as education, political science, sociology and psychology.

作者簡介(中文翻譯)

Iasonas Lamprianou 是賽普勒斯大學的定量方法副教授。他專注於社會科學中潛在變數的操作化和測量。Iasonas 對於 Rasch 模型在實證數據上的應用有著長期的興趣,並在教育、政治學、社會學和心理學等多個學科中發表了廣泛的研究成果。