What is the difference between a generative and a discriminative ...
Mar 8, 2017 · A generative model learns the joint probability distribution p(x,y) and a discriminative model learns the conditional probability distribution p(y|x) - which you should …
machine learning - Generative vs. discriminative - Cross Validated
The fundamental difference between discriminative models and generative models is: Discriminative models learn the (hard or soft) boundary between classes Generative models …
Difference between Generative, Discriminating and Parametric ...
Here I'm only talking about parametric/non-parametric. Generative/ discriminative is a separate concept. Non-parametric model means you don't make any assumptions on the distribution of …
Regression vs. classification and generative vs. discriminative
Jun 17, 2017 · There are no discriminative or generative tasks, but discriminative and generative models, for both regression and classification. There is a very nice paper that discusses this …
Why is naïve Bayes generative? - Stack Overflow
A generative model learns the joint probability distribution p (x,y) and a discriminative model learns the conditional probability distribution p (y|x) - which you should read as "the probability …
Why Logistic Regression is not a generative model?
Jun 22, 2022 · This is how generative vs discriminative models are defined. If you sample from P (Y|X) without knowing P (X), for example by picking arbitrary values for X, or mode as you …
Generative vs discriminative models (in Bayesian context)
Jun 26, 2017 · What are the differences between generative and discriminative (discriminant) models (in the context of Bayesian learning and inference)? and what it is concerned with …
Linking generative, discriminative models to supervised and ...
Apr 19, 2019 · Definitions that I am considering: A generative model learns p(x,y) whereas a discriminative model learns p(y|x=x). I would like to verify if my understanding is correct by …
Is the only difference between conditional generative models and ...
May 15, 2019 · A conditional GAN model which generates a photorealistic image of any class of animal (the animal label being the conditioning variable). I think almost everyone agrees 1 and …
Do discriminative models overfit more than generative models?
In an interview, the interviewer said that discriminative models tend to overfit more than generative models because they solve a more complex problem and hence consume more …