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Linear Models and Regression with R: An Integrated Approach

by Debasis Sengupta , S. Rao Jammalamadaka
Save 17% Save 17%
Current price ₹7,218.00
Original price ₹8,662.00
Original price ₹8,662.00
Original price ₹8,662.00
(-17%)
₹7,218.00
Current price ₹7,218.00

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Book cover type: Paperback
  • ISBN13: 9789811229282
  • Binding: Paperback
  • Subject: N/A
  • Publisher: World Scientific Publishing Company
  • Publisher Imprint: World Scientific Publishing Company
  • Publication Date:
  • Pages: 772
  • Original Price: USD 68.0
  • Language: English
  • Edition: N/A
  • Item Weight: 1016 grams
  • BISAC Subject(s): Probability & Statistics / Regression Analysis

Starting with the basic linear model where the design and covariance matrices are of full rank, this book demonstrates how the same statistical ideas can be used to explore the more general linear model with rank-deficient design and/or covariance matrices. The unified treatment presented here provides a clearer understanding of the general linear model from a statistical perspective, thus avoiding the complex matrix-algebraic arguments that are often used in the rank-deficient case. Elegant geometric arguments are used as needed.The book has a very broad coverage, from illustrative practical examples in Regression and Analysis of Variance alongside their implementation using R, to providing comprehensive theory of the general linear model with 181 worked-out examples, 227 exercises with solutions, 152 exercises without solutions (so that they may be used as assignments in a course), and 320 up-to-date references.This completely updated and new edition of Linear Models: An Integrated Approach includes the following features:

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