Draw the boundary or generate the data
Two philosophies compete. At 16 examples the generative model leads; at 1000 the discriminative model leads by 4.3 points. The crossing point forces a choice.
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Sources
- Ng, A. Y. & Jordan, M. I. 2001 · On Discriminative vs. Generative Classifiers: A Comparison of Logistic Regression and Naive Bayes · NeurIPS 2001
- Bishop, C. M. 2006 · Pattern Recognition and Machine Learning, Bölüm 4.3 ve 1.5.4 · Springer
- Hastie, Tibshirani, Friedman 2009 · The Elements of Statistical Learning, Bölüm 4.4.5 · Springer
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