STATISTICAL METHODS: THE GEOMETRIC APPROACH
David J., and Graham R. Wood Saville
This book should be considered as a must read for those who want to understand statistics beyond "magical formulas and the rituel of significance tests". Authors manage to provide very concise, clear (and of course visual) depiction of some fundamental statistical methods. I think this book is an easy bridge to be crossed in order to reach the realm of advanced statistical theory.
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