Section outline

  • Lecture: Model fitting by optimization & Classification

    Linear regression as an optimization procedure; Introduction to classification models: logistic regression, multinomial regression, linear discriminant analysis, K-nearest neighbors, receiver operating characteristic (ROC)

    Readings:

    • ISLR: Sec 4-4.4.3
    • ESL: Sec 4 - 4.4

    • Session Slides:

    • biostat216 lecture2 File

    • Session Audio/Video Recording (access restricted to registered students):

    • Lecture 2 recording Media Resource
      Not available unless: You belong to Registered Students Only