Selected Topics in Probability and Statistics

Kruschke, John. Doing Bayesian data analysis: A tutorial introduction with R. Academic Press, 2010. ISBN 978-0123814852
Cox, David Roxbee, David Victor Hinkley. Theoretical statistics. CRC Press, 1979. ISBN 978-0412161605 
Chatfield, Chris. The analysis of time series: an introduction. CRC press, 2013. ISBN 978-1584883173 

Schervish, Mark J. Theory of statistics. Springer, 1995. ISBN 978-1461242505 
Crawley, Michael J. The R book. John Wiley & Sons, 2012. ISBN 978-0470973929