Likelihood Methods in Biology and Ecology: A Modern Approach to Statistics
暫譯: 生物與生態中的似然方法:現代統計學的應用
Brimacombe, Michael
- 出版商: CRC
- 出版日期: 2020-12-18
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 202
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0367732106
- ISBN-13: 9780367732103
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相關分類:
機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
相關主題
商品描述
Likelihood Methods in Biology and Ecology: A Modern Approach to Statistics emphasizes the importance of the likelihood function in statistical theory and applications and discusses it in the context of biology and ecology. Bayesian and frequentist methods both use the likelihood function and provide differing but related insights. This is examined here both through review of basic methodology and also the integrated use of these approaches in case studies.
Features:
- Discusses the likelihood function in both Bayesian and frequentist contexts.
- Reviews and discusses standard methods of data analysis, model selection and statistical analysis, and how to apply and interpret them in real world situations.
- Examines the application of statistical methods to observed data in the context of case studies drawn from biology and ecology.
- Uniquely discusses frequentist and Bayesian approaches to statistics as complementary allowing many standard approaches to be presented in a single book.
- Poses questions to ask when planning the design and analysis of a study or experiment.
This book is written for applied researchers, scientists, consultants, statisticians and applied scientists. Although it uses examples drawn from biology, the methods here can be applied to a wide variety of research areas and provides an accessible handbook of available statistical methods for scientific settings where there is an assumed theoretical model that can be represented using a likelihood function.
商品描述(中文翻譯)
《生物學與生態學中的似然方法:現代統計學方法》強調了似然函數在統計理論和應用中的重要性,並在生物學和生態學的背景下進行討論。貝葉斯(Bayesian)和頻率主義(frequentist)方法都使用似然函數,並提供不同但相關的見解。這裡通過對基本方法論的回顧以及在案例研究中綜合使用這些方法進行了探討。
特色:
- 討論了在貝葉斯和頻率主義背景下的似然函數。
- 回顧並討論了標準的數據分析、模型選擇和統計分析方法,以及如何在現實情況中應用和解釋這些方法。
- 檢視統計方法在生物學和生態學案例研究中對觀察數據的應用。
- 獨特地將頻率主義和貝葉斯統計方法作為互補的方式進行討論,使許多標準方法能夠在一本書中呈現。
- 提出在設計和分析研究或實驗時需要考慮的問題。
本書是為應用研究人員、科學家、顧問、統計學家和應用科學家撰寫的。雖然它使用了來自生物學的例子,但這裡的方法可以應用於各種研究領域,並提供了一本可供科學環境使用的可及性手冊,適用於假設有理論模型且可以用似然函數表示的情況。