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ECE 608

Quantitative Methods in Biomedical Engineering

Graduate

Spring 2024

Readings

  • Holmes and Huber, Modern Statistics for Modern Biology , Cambridge University Press, 2019. Free online: https://www.huber.embl.de/msmb/index.html or http://web.stanford.edu/class/bios221/book/index.html
    unspecified
Spring 2022

Readings

  • S. Kuiper and J. Sklar, Practicing Statistics: Guided Investigations for the Second Course. Boston: Pearson Education Inc., 2013. ISBN 0-321-58601-8.
    unspecified
  • G. Grolemund and H. Wickham. R for Data Science. O’Reilly Media, 2017. [Available online, free, at r4ds.had.co.nz]
    unspecified
Spring 2021

Topics

  • Hypothesis testing
  • Experimental design and R
  • Parametric tests and ANOVA
  • Sample size and statistical power
  • Linear and logistic regression
  • Reliability and validity
  • Sensitivity, specificity and ROC curves
  • Survival analysis
  • Nonparametric tests
  • Bootstrap methods

Readings

  • Practicing Statistics: Guided Investigations for the Second Course
    S. Kuiper and J. Sklar · recommended
    Pearson, 2013. Listed reference material.
  • R for Data Science
    G. Grolemund and H. Wickham · recommended
    O’Reilly, 2017. Listed reference material; free online version linked in outline.
Sources