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Linear Models: An Integrated Approach

Linear Models: An Integrated Approach (Hardback)

£134.00
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Synopsis

Linear Models: An Integrated Approach aims to provide a clear and deep understanding of the general linear model using simple statistical ideas. Elegant geometric arguments are also invoked as needed and a review of vector spaces and matrices is provided to make the treatment self-contained. Complex, matrix-algebraic methods, such as those used in the rank-deficient case, are replaced by statistical proofs that are more transparent and that show the parallels with the simple linear model.This book has the following special features:* Use of simple statistical ideas such as linear zero functions and covariance adjustment to explain the fundamental as well as advanced concepts* Emphasis on the statistical interpretation of complex algebraic results* A thorough treatment of the singular linear model, including the case of multivariate response* A unified discussion on models with a partially unknown dispersion matrix, including mixed-effects/variance-components models and models for spatial and time series data* Insight into updates on the linear model and their connection with diagnostics, design, variable selection, the Kalman filter, etc.* An extensive discussion on the foundations of linear inference, along with linear alternatives to least squares* Coverage of other special topics, such as collinearity, stochastic and inequality constraints, misspecified models, etc.* Simpler proofs of numerous known results* Pointers to current research through examples and exercises

More books by Debasis Sengupta

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Location 1st Book Each additional book Average Delivery Time
UK Standard Delivery FREE FREE 3-5 Days
UK First Class £4.50 £1.00 1-2 Days
UK Courier £7.00 £1.00 1-2 Days
Western Europe** Courier £17.00 £3.00 2-3 Days
Western Europe** Airmail £5.00 £1.50 4-14 Days
USA / Canada Courier £20.00 £3.00 2-4 Days
USA / Canada Airmail £7.00 £3.00 4-14 Days
Rest of World Courier £22.50 £3.00 3-6 Days
Rest of World Airmail £8.00 £3.00 7-21 Days

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