The experiment conducted suggests that connectivity levels at both extremes, representing very little risk and high risk of species mortality, do not augment the likelihood of coexistence while intermediate levels do.
Engineered nanoparticles (NPs) are increasingly being utilized in numerous commercial applications, thereby augmenting the likelihood that they will find their way into aquatic or terrestrial environments, where their fate and behaviour still are not yet fully understood.
This work introduces a method to tune a sequence-based generative model for molecular de novo design that through augmented episodic likelihood can learn to generate structures with certain specified desirable properties.
In this study we extend upon previous work [13 15, 17] by introducing a reinforcement learning method which can be used to tune the RNN to generate structures with certain desirable properties through augmented episodic likelihood.
It would be expected that this difference would persist into adulthood, augmenting the likelihood that Inattentive symptoms would predominate the clinical presentation.
In practice, to improve the rate of convergence of the Markov chains, we augmented the likelihood of the sound change model with that obtained from cognacy data for the same words, following methods described elsewhere [ 34, 35] (Supplemental Experimental Procedures).
However, in the case of Keep Well (as with other preventive programmes) it is the health service that presents to the individual rather than the other way round and outreach workers used a range of differing approaches to augment the likelihood of candidacy being accepted.
Moreover, because of their chemical nature, olfactory signals might be more likely than others to vary with small differences in ecological traits such as diet, microhabitat or parasite infections [ 50, 58, 59], perhaps augmenting the likelihood of reproductive isolation among populations.
The differences in the predictive value of the two models were assessed using the Akaike Information Criterion [ 22] to augment the log likelihood ratio χ2 test, with a penalty for differences in the number of variables in the models compared.
We augment the conventional maximum likelihood training criterion on out-of- domain text data with an additional term to minimize conditional entropy on in-domain audio.
This algorithm maximizes the complete-data likelihood after augmenting the data for the missing variable W it during the expectation step.
