Continuous Bernoulli EPCA
Math
| Name | ContinuousBernoulliEPCA |
|---|---|
| $G(\theta)$ | $\log \frac{e^\theta - 1}{\theta}$ |
| $g(\theta)$ | $\frac{\theta-1}{\theta} + \frac{1}{e^\theta - 1}$ |
| $\mu$ Space[1] | $(0, 1) \setminus \{\frac{1}{2}\}$ |
| $\Theta$ Space | $\mathbb{R} \setminus \{ 0 \}$ |
| Appropriate Data | unit interval |
Documentation
ExpFamilyPCA.ContinuousBernoulliEPCA — FunctionContinuousBernoulliEPCA(indim::Integer, outdim::Integer; options::Options = Options(μ = 0.5))Continuous Bernoulli EPCA.
Arguments
indim::Integer: Dimension of the input space.outdim::Integer: Dimension of the latent (output) space.options::Options: Optional parameters (default:μ = 0.25).
Returns
epca: AnEPCAsubtype for the continuous Bernoulli distribution.
- 1$\mu$ space refers to the space of valid regularization parameters, not to the expectation parameter space.