A Student’s Guide to Bayesian Statistics (Paperback)
暫譯: 學生的貝葉斯統計指南 (平裝本)
Ben Lambert
- 出版商: SAGE Publications
- 出版日期: 2018-04-28
- 售價: $2,860
- 貴賓價: 9.5 折 $2,717
- 語言: 英文
- 頁數: 520
- 裝訂: Paperback
- ISBN: 1473916364
- ISBN-13: 9781473916364
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相關分類:
機率統計學 Probability-and-statistics
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其他版本:
A Student's Guide to Bayesian Statistics
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相關主題
商品描述
Supported by a wealth of learning features, exercises, and visual elements as well as online video tutorials and interactive simulations, this book is the first student-focused introduction to Bayesian statistics.
Without sacrificing technical integrity for the sake of simplicity, the author draws upon accessible, student-friendly language to provide approachable instruction perfectly aimed at statistics and Bayesian newcomers. Through a logical structure that introduces and builds upon key concepts in a gradual way and slowly acclimatizes students to using R and Stan software, the book covers:
- An introduction to probability and Bayesian inference
- Understanding Bayes′ rule
- Nuts and bolts of Bayesian analytic methods
- Computational Bayes and real-world Bayesian analysis
- Regression analysis and hierarchical methods
This unique guide will help students develop the statistical confidence and skills to put the Bayesian formula into practice, from the basic concepts of statistical inference to complex applications of analyses.
商品描述(中文翻譯)
本書擁有豐富的學習功能、練習題、視覺元素,以及線上視頻教程和互動模擬,是首本以學生為中心的貝葉斯統計入門書籍。
在不犧牲技術完整性的前提下,作者運用易於理解、適合學生的語言,提供針對統計學和貝葉斯新手的友好教學。透過邏輯結構,逐步介紹並建立關鍵概念,並慢慢讓學生適應使用 R 和 Stan 軟體,本書涵蓋了以下內容:
- 概率與貝葉斯推斷的介紹
- 理解貝葉斯定理
- 貝葉斯分析方法的基本原理
- 計算貝葉斯及現實世界的貝葉斯分析
- 迴歸分析與階層方法
這本獨特的指南將幫助學生培養統計信心和技能,將貝葉斯公式付諸實踐,從統計推斷的基本概念到複雜的分析應用。