Corpus ID: 2214159

Regression Error Characteristic Curves

  title={Regression Error Characteristic Curves},
  author={J. Bi and K. Bennett},
  • J. Bi, K. Bennett
  • Published in ICML 2003
  • Computer Science, Mathematics
  • Receiver Operating Characteristic (ROC) curves provide a powerful tool for visualizing and comparing classification results. Regression Error Characteristic (REC) curves generalize ROC curves to regression. REC curves plot the error tolerance on the x-axis versus the percentage of points predicted within the tolerance on the y-axis. The resulting curve estimates the cumulative distribution function of the error. The REC curve visually presents commonly-used statistics. The area-over-the-curve… CONTINUE READING
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    Publications referenced by this paper.
    The Case against Accuracy Estimation for Comparing Induction Algorithms
    • 1,130
    • Open Access
    ROC Graphs: Notes and Practical Considerations for Data Mining Researchers
    • 721
    • Highly Influential
    • Open Access
    Kernel Partial Least Squares Regression in Reproducing Kernel Hilbert Space
    • 792
    • Highly Influential
    • Open Access
    The Nature of Statistical Learning Theory
    • 36,295
    • Open Access
    Probability And Statistics
    • 2,310
    Probability and Statistics
    • 1,347
    Probability and statistics. MA: Addison-Wesley
    • 1986
    Estimation of principle components and related models by iterative least squares. Multivariate Analysis (pp. 391–420)
    • 1966
    Better decisions through science.
    • 528