When is it reasonable to approximate the t distribution with the normal distribution?

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Statistics in Python: Student's t-Distributions ... Student's t-Distributions are a generalisation of the standard normal distribution. Their exact shapes depend ... Sep 3, 2018 ... The skew normal family is great for modeling skewed gaussian data, and the student t distribution is great for outliers. May 27, 2021 ... Key Differences: With only a single degree of freedom, the t-distribution is much flatter and has fatter tails than the standard normal ... Dec 13, 2023 ... Up until the mid-1970s, some statisticians used the normal distribution approximation for large sample sizes and used the Student's t- ... The decoder infers the posterior distribution of observation given a latent variable. The encoder and de- coder neural networks are optimized by minimizing the ... Jul 29, 2004 ... The paired-difference t-test is commonly used in the machine learning community to determine whether one learning algorithm is better than ... The Student-t distribution is a continuous probability distribution with probability density function given by: · subject to the following conditions: · The ... Nov 15, 2022 ... The entropy of a Student t random variable with ν degrees of freedom is asymptotically \frac{1}{2} + \frac{\log 2\pi}{2} + \frac{1}{\nu} for large for degrees of freedom d.f. not in the table, use the closest d.f . Critical Values for Student's t Distribution. May 11, 2012 ... The t-distribution is very closely related to the standard normal distribution and, like the normal, is a symmetric bell-shaped distribution.
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