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@book{problifesaver,
author = {Miller, Steven J.},
address = {Princeton},
isbn = {9780691149547},
language = {eng},
lccn = {2016040785},
publisher = {Princeton University Press},
series = {A Princeton lifesaver study guide},
title = {The Probability Lifesaver: All the Tools You Need to Understand Chance},
year = {2017},
doi = {10.1515/9781400885381},
url={https://press.princeton.edu/books/hardcover/9780691149547/the-probability-lifesaver}
}
@book{gut2013,
author = {Gut, Allan},
title = {Probability: A Graduate Course},
edition = {2},
year = {2013},
publisher = {Springer},
address = {New York},
series = {Springer Texts in Statistics},
doi = {10.1007/978-1-4614-4708-5},
isbn = {978-1-4614-4707-8}
}
@misc{wp:lotus,
author = "{Wikipedia contributors}",
title = "Law of the unconscious statistician --- {Wikipedia}{,} The Free Encyclopedia",
year = "2026",
url = "https://en.wikipedia.org/wiki/Law_of_the_unconscious_statistician",
note = "[Online; accessed 6-July-2026]"
}
@misc{statproofbook:mean-nnrvar,
author = {Soch, Joram},
title = {Proof: Expected value of a non-negative random variable},
publisher = {The Book of Statistical Proofs},
year = {2020},
doi = {10.5281/zenodo.4305949},
url = {https://statproofbook.github.io/P/mean-nnrvar.html}
}
@book{billingsley1995probability,
author = {Billingsley, Patrick},
title = {Probability and Measure},
edition = {3},
year = {1995},
publisher = {Wiley},
series = {Wiley Series in Probability and Mathematical Statistics},
address = {New York},
isbn = {978-0-471-00710-4}
}
@book{dobson4e,
title={An introduction to generalized linear models},
author={Dobson, Annette J and Barnett, Adrian G},
year={2018},
edition={4},
publisher={CRC press},
doi={10.1201/9781315182780},
url={https://doi.org/10.1201/9781315182780}
}
@book{CaseBerg01,
author = {Casella, George and Berger, Roger},
isbn = {0534243126},
edition={2},
keywords = {methodology probability statistics},
publisher = {Cengage Learning},
title = {Statistical Inference},
year = 2002,
url={https://www.cengage.com/c/statistical-inference-2e-casella-berger/9780534243128/}
}
@book{rudin1976principles,
author = {Rudin, Walter},
title = {Principles of Mathematical Analysis},
edition = {3rd},
year = {1976},
publisher = {McGraw-Hill},
address = {New York},
series = {International Series in Pure and Applied Mathematics},
isbn = {978-0070542358}
}
@book{me4,
author = {Rothman, Kenneth J. and Lash, Timothy L. and VanderWeele, Tyler J. and Haneuse, Sebastien},
address = {Philadelphia},
booktitle = {Modern epidemiology},
edition = {Fourth edition},
isbn = {9781975166281},
language = {eng},
publisher = {Wolters Kluwer},
title = {Modern epidemiology },
year = {2021},
}
@book{Adler2009random,
title={Random Fields and Geometry},
author={Adler, Robert J. and Taylor, Jonathan E.},
year={2009},
publisher={Springer},
address={New York},
doi={10.1007/978-0-387-48116-6},
url={https://doi.org/10.1007/978-0-387-48116-6}
}
@book{Stirzaker2005probability,
title={Stochastic Processes and Models},
author={Stirzaker, David},
year={2005},
publisher={Oxford University Press},
address={Oxford},
isbn={9780198568131},
url={https://global.oup.com/academic/product/stochastic-processes-and-models-9780198568131}
}
@book{Kallenberg2002foundations,
title={Foundations of Modern Probability},
author={Kallenberg, Olav},
year={2002},
edition={2},
publisher={Springer},
address={New York},
doi={10.1007/978-1-4757-4015-8},
url={https://doi.org/10.1007/978-1-4757-4015-8}
}
@book{vittinghoff2e,
title={Regression methods in biostatistics: linear, logistic, survival, and repeated measures models},
author={Vittinghoff, Eric and Glidden, David V and Shiboski, Stephen C and McCulloch, Charles E},
year={2012},
edition={2},
publisher={Springer},
doi={10.1007/978-1-4614-1353-0}
}
@book{klein2003survival,
title={Survival analysis: techniques for censored and truncated data},
author={Klein, John P and Moeschberger, Melvin L},
year={2003},
edition={2},
publisher={Springer},
url={https://link.springer.com/book/10.1007/b97377}
}
@book{kleinbaum2012survival,
title={Survival Analysis: A Self-Learning Text},
author={Kleinbaum, David G and Klein, Mitchel},
year={2012},
edition={3},
publisher={Springer},
url={https://link.springer.com/book/10.1007/978-1-4419-6646-9}
}
@book{kalbfleisch2011statistical,
title={The statistical analysis of failure time data},
author={Kalbfleisch, John D and Prentice, Ross L},
year={2011},
publisher={John Wiley \& Sons}
}
@misc{hutchinson_wwu_ml_videos,
author = {Hutchinson, Brian},
title = {{DATA} 471/571 (Machine Learning) and {CSCI} 481/581 (Deep Learning) Video Lectures},
publisher = {Western Washington University},
urldate = {2026-09-28},
url = {https://facultyweb.cs.wwu.edu/~hutchib2/video_lectures/data371/},
note = {Login required; see Canvas}
}
@misc{hutchinson2024data471,
author = {Hutchinson, Brian},
title = {{DATA} 471/571: Machine Learning},
year = {2024},
publisher = {Western Washington University},
note = {Course lecture slides and probability refresher handout}
}
@book{hastie2009elements,
title={The Elements of Statistical Learning: Data Mining, Inference, and Prediction},
author={Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome},
edition={2},
year={2009},
publisher={Springer},
doi={10.1007/978-0-387-84858-7}
}