Euler17 Posted October 7, 2020 Share Posted October 7, 2020 Hello all, I am currently using "Introduction to Linear Regression Analysis" by Montgomery, Peck, and Vining and find myself dissatisfied with the presentation of the material. I am more accustomed to traditional mathematics textbooks and I think this text, because it has a broad audience, does not flesh out the mathematical details in a way that I would prefer. I think if I was given a more complete picture of derivations and such I would have a better intuition for the material. Does anyone have any suggestions for intro linear regression textbooks with a more mathematical slant? Thanks in advance! Link to comment Share on other sites More sharing options...
StatsG0d Posted October 7, 2020 Share Posted October 7, 2020 The classic book for linear models in a PhD program is Christensen's Plane Answers to Complex Questions. Geococcyx, bayessays and Euler17 3 Link to comment Share on other sites More sharing options...
bayessays Posted October 7, 2020 Share Posted October 7, 2020 Haven't used it myself thoroughly, but you might want to take a look at "Plane Answers to Complex Questions." Edit: @StatsG0d beat me by two seconds! ? StatsG0d 1 Link to comment Share on other sites More sharing options...
BL250604 Posted October 7, 2020 Share Posted October 7, 2020 Plane answers is a good book, I've used that one. Primer to Linear Models (Monahan) is good, as is Linear Models in Statistics (Rencher). I also really like the discussion in KNNL, personally. Euler17 1 Link to comment Share on other sites More sharing options...
DanielWarlock Posted October 8, 2020 Share Posted October 8, 2020 (edited) We used Agresti foundation of linear and generalized linear model. I feel that it is a bit cumbersome and wordy but in general a good book in terms of mathematical rigour. A lot of details regarding different models are not useful for me but I did learn some very useful techniques and practiced calculation quite a bit. Edited October 8, 2020 by DanielWarlock Euler17 1 Link to comment Share on other sites More sharing options...
Euler17 Posted October 28, 2020 Author Share Posted October 28, 2020 Thanks for the suggestions everyone, I really appreciate it! Link to comment Share on other sites More sharing options...
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