For example, product graph kernel is based on the idea of counting the number of walks in product graphs [30]; marginalized graph kernel works by comparing the label sequences generated by synchronized random walks of labeled graphs [31]; and cyclic pattern kernels for graphs count pairs of matching cyclic/tree patterns in two graphs [32].
The importance of the relationship between sociocultural factors with illness models has already been highlighted [ 46]: marginalized groups may be more likely to reject white, middle-class professionally conceived psychiatric explanations.
The latter dependence between and can be efficiently capitalized by (1) describing the joint probability distribution of all the variables involved in the system by means of factor graphs and (2) marginalizing for via the message-passing Sum-Product Algorithm (SPA).
The collapsed Gibbs sampler we implemented according to Teh et al. (2006) marginalizes the uncertainty in the population allele frequencies, thus eliminating a possible source of error in the inference.
Chen et al. [52] introduce marginalized stacked denoising autoencoders (mSDAs) which scale effectively for high-dimensional data and is computationally faster than regular stacked denoising autoencoders (SDAs).
Within a ZIP likelihood framework, Long et al. (2014) proposed marginalized zero-inflated Poisson (MZIP) regression, which specifies a two-part model for counts with a set of regression coefficients for the marginal mean and, to complete model specification, a second set of regression coefficients for the latent parameter defining membership in the 'excess-zero' class.
A specific example is cities connected through Shinkansen high-speed rail (in Japan) immediately gained location advantages, while non-Shinkansen cities were marginalized [6, 3].
"In '06 and '07, they were marginalized by the investment banks".
The Markov Chain Monte Carlo carried out equilibration for 3000 steps (with a mean fractional parameter step size of 0.05) and then marginalized over the next 300 steps (with a mean fractional parameter step size of 0.01).
Just as the anti-globalization protests were overtaken by anarchist thugs dressed in black, people who did not come from the protest movement itself, but in fact detracted from it, and were snuffed out during the post-9/11 industry of control in the guise of security, so too is the growing voice of the 99% being marginalized, villainized and even profited from by the 1%.
