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Regression Modeling Stratetegies

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Regression Modeling Strategies" by Frank E. Harrell Jr. is a comprehensive guide to regression modeling techniques and their applications in various fields such as medicine, economics, and social sciences. The book covers fundamental and advanced topics including linear regression, logistic regression, Cox models for survival data, and nonparametric and semiparametric methods. It emphasizes the importance of model validation, calibration, and the handling of missing data, offering practical strategies to avoid overfitting and ensure robust model performance. Additionally, the book provides insights into effective model selection, visualization, and interpretation of results. With numerous real-world examples and practical advice, this book serves as an essential resource for students, researchers, and practitioners seeking to master regression modeling and apply it effectively to solve complex problems.

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Ketersediaan

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Informasi Detail

Judul Seri

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No. Panggil

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Penerbit

Switzerland : Springer International Publishing., 2015

Deskripsi Fisik

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Bahasa

English

ISBN/ISSN

978-3-319-19424-0

Klasifikasi

NONE

Tipe Isi

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Tipe Media

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Tipe Pembawa

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Edisi

2

Subjek

Introduction to Regression Modeling
Linear Regression
Logistic Regression
Cox Models for Survival Data
Nonparametric and Semiparametric Modeling
Handling Missing Data
Model Validation and Calibration
Model Selection and Avoiding Overfitting
Visualization and Interpretation of Model Results
Applications in Various Fields

Info Detail Spesifik

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Pernyataan Tanggungjawab

Frank E. Harrell, Jr.

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