Bayesian data analysis in ecology using linear models with R, Bugs, and Stan [Tài nguyên điện tử]

Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and STAN examines the Bayesian and frequentist methods of conducting data analyses. The book provides the theoretical background in an easy-to-understand approach, encouraging readers to examine the processes that generated their da...

Mô tả chi tiết

Lưu vào:
Hiển thị chi tiết
Tác giả chính: Korner-Nievergelt, Fränzi
Đồng tác giả: Von Felten, Stefanie
Định dạng: Sách tham khảo
Ngôn ngữ:English
Thông tin xuất bản: Elsevier, Academic Press 2024
Chủ đề:
Truy cập trực tuyến:https://dlib.vnua.edu.vn/handle/123456789/19950
Từ khóa: Thêm từ khóa bạn đọc
Không có từ khóa, Hãy là người đầu tiên gắn từ khóa cho biểu ghi này!
Mô tả
Tóm tắt:Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and STAN examines the Bayesian and frequentist methods of conducting data analyses. The book provides the theoretical background in an easy-to-understand approach, encouraging readers to examine the processes that generated their data. Including discussions of model selection, model checking, and multi-model inference, the book also uses effect plots that allow a natural interpretation of data. Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and STAN introduces Bayesian software, using R for the simple modes, and flexible Bayesian software (BUGS and Stan) for the more complicated ones. Guiding the ready from easy toward more complex (real) data analyses ina step-by-step manner, the book presents problems and solutions-including all R codes-that are most often applicable to other data and questions, making it an invaluable resource for analyzing a variety of data types.