Top products from r/Bayes
We found 3 product mentions on r/Bayes. We ranked the 3 resulting products by number of redditors who mentioned them. Here are the top 20.
We found 3 product mentions on r/Bayes. We ranked the 3 resulting products by number of redditors who mentioned them. Here are the top 20.
It's aimed at physicists, but [Sivia's book] (http://www.amazon.com/Data-Analysis-Bayesian-Devinderjit-Sivia/dp/0198568320) is extremely good.
Otherwise as actual papers http://bayes.wustl.edu/sivia/how.many.lines.pdf or (ahem) something of my own.
specifically for splines and GAM, the R package mgcv is a work of art, although it is only quasi-Bayesian (lots of approximations and empirical estimation under the hood). 2nd edition of Simon Wood's book is available on Amazon (as of June 2, 2017): Generalized Additive Models: An Introduction with R
If you want to start with very basics I suggest http://www.cs.technion.ac.il/~dang/books/Learning%20Bayesian%20Networks%28Neapolitan,%20Richard%29.pdf
This book is also very fine to read: http://www.amazon.com/Causality-Reasoning-Inference-Judea-Pearl/dp/052189560X
and while I was searching for it I stumbled upon this article:
https://www.cs.berkeley.edu/~russell/papers/hbtnn-bn.pdf
I have no experience in your field, but here is another google hit you may find relevant: http://www.bayesialab.com/book
Concerning software, you may want to check this out: http://www.phil.cmu.edu/tetrad/publications.html again I don't have enough experience to actually answer the software question.