Bayesian Social Science Statistics: From the Very Beginning

Gill, Jeff, Bao, Le

  • 出版商: Cambridge
  • 出版日期: 2024-05-31
  • 售價: $1,080
  • 貴賓價: 9.5$1,026
  • 語言: 英文
  • 頁數: 75
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1009341197
  • ISBN-13: 9781009341196
  • 相關分類: 機率統計學 Probability-and-statistics
  • 尚未上市,歡迎預購

商品描述

In this Element, the authors introduce Bayesian probability and inference for social science students and practitioners starting from the absolute beginning and walk readers steadily through the Element. No previous knowledge is required other than that in a basic statistics course. At the end of the process, readers will understand the core tenets of Bayesian theory and practice in a way that enables them to specify, implement, and understand models using practical social science data. Chapters will cover theoretical principles and real-world applications that provide motivation and intuition. Because Bayesian methods are intricately tied to software, code in both R and Python is provided throughout.

商品描述(中文翻譯)

在這本書中,作者從最基礎的概率和推論開始,介紹了貝葉斯概率和推論給社會科學的學生和從業人員。讀者不需要任何先備知識,只需要基礎統計學的知識。在這個過程的結尾,讀者將能夠理解貝葉斯理論和實踐的核心原則,並能夠使用實際的社會科學數據來指定、實施和理解模型。書中的章節將涵蓋理論原則和現實世界應用,以提供動機和直觀理解。由於貝葉斯方法與軟件密切相關,書中提供了R和Python的代碼。