Linear Models An Integrated Approach 1st Sreenivasa Rao Jammalamadaka by Sreenivasa Rao Jammalamadaka, Debasis Sengupta 9789810245924, 9810245920 instant download after payment.

This book has the following special features:

o Use of simple statistical ideas such as linear zero functions and covariance adjustment to explain the fundamental as well as advanced concepts o Emphasis on the statistical interpretation of complex algebraic results o A thorough treatment of the singular linear model, including the case of multivariate response o 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 o Insight into updates on the linear model and their connection with diagnostics, design, variable selection, the Kalman filter, etc. o An extensive discussion on the foundations of linear inference, along with linear alternatives to least squares o Coverage of other special topics, such as collinearity, stochastic and inequality constraints, misspecified models, etc. o Simpler proofs of numerous known results o Pointers to current research through examples and exercises