Date      Topic/Reading
5 Sep   Course introduction (and see resources)
10 Sep   Tables → graphs: Carr & Nusser (1995), Gelman et al. (2002)
12 Sep   Open access publishing: Van Noorden (2013), Piwowar et al (2018)
17,19 Sep   Snow on Cholera pdf logo map 1 map 2
24 Sep   Lipids and heart disease: Lipid Research Clinics Program (1984), part 2
26 Sep   No class meeting
1 Oct   No class meeting
3 Oct   Skin cancer: Wang et al. (2019) [homework 1 due]
8 Oct   Hormone replacement therapy: Hernán et al. (2008)
10 Oct   Hormone replacement therapy discussion and response:
    Hoover (2008); Stampfer (2008); Prentice (2008); Hernán and Robins (2008); Willett et al. (2008)
15, 17 Oct   Mammography: Berry (1998), Kopans and Halpern (1999)
22 Oct   Causal inference: Pearl (2009)
24 Oct   Propensity scores: Rosenbaum and Rubin (1983)
29 Oct   OHDSI: Madigan et al. (2013)
31 Oct   OHDSI: Ryan et al. (2013)
5 Nov   Boosting and bagging: Buhlmann & Hothorn (2007)
7 Nov   Boosting and bagging: Buhlmann (2012) pdf logo [homework 2 due]
12 Nov   Data vis: Lex et al. (2014)
14 Nov   Data vis: Sopan et al. (2013) pdf logo
19 Nov   Deep learning: LeCun et al. (2015), Angermueller et al. (2016)
21 Nov   Deep learning: Ching et al. (2018)
26 Nov   tSNE: van der Maaten & Hinton (2008)
28 Nov   No class meeting
3 Dec   Statistical modeling: the two cultures Breiman (2001)
5 Dec   50 years of data science: Donoho (2017) (w/ discussion: pdf logo)
10 Dec   Tidy data: Wickham (2014)