On Separability of Loss Functions, and Revisiting Discriminative Vs Generative Models

Adarsh Prasad, Alexandru Niculescu-Mizil, Pradeep K. Ravikumar

Oct-3-2024, 10:02:33 GMT–Neural Information Processing Systems

We revisit the classical analysis of generative vs discriminative models for general exponential families, and high-dimensional settings.

artificial intelligence, machine learning, separability, (15 more...)

Neural Information Processing Systems

Oct-3-2024, 10:02:33 GMT

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Country:
- North America > United States > California (0.28)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning
    - Learning Graphical Models > Directed Networks
      - Bayesian Learning (0.69)
    - Statistical Learning (1.00)
  - Representation & Reasoning > Uncertainty
    - Bayesian Inference (0.46)