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"But one thing that gets lost is that doing inference doesn't necessarily need such heavy compute".
The second approach avoids the computational overhead of solving for the optimal policy in each time step by directly doing inference on the Q-tables.
That could be sitting on the actual device doing inference — like a car analyzing live video as it comes in to determine whether or not you're about to run over a squirrel — or helping optimize machine training to improve the accuracy of the models that tell you whether or not that's a squirrel you're about to run over.
For doing inference with the model, the current implementation uses MCMC sampling, the computation time of which is approximately half an hour per gene on a 2.3 GHz processor.
Recently, this has improved for animal models as there are now packages available for doing inference for these models with MCMC in R (MCMCglmm; Hadfield 2010) and in BUGS (Lunn et al. 2000).
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The control group did not receive any treatment in the fifteen sessions of instruction except the traditional reading comprehension strategies such as skimming, scanning, doing inferences, reading for the main ideas, etc.
The new model of semantic networks using the adaptive associative memories can do inference extremely fast — in time that does not increase with the size of knowledge base.
However, in causal induction we would like to discover the causal structure itself, that is we would like to do inference over a multitude of graphs representing different causal structures (Heckerman et al. [1999]).
Therefore, we constructed a hierarchical Bayesian model that not only does inference over different hypotheses, but also maintains a probability distribution over different structures.
Our inference algorithm uses Gibbs sampling to do inference in the RVD2 hierarchical empirical Bayes model.
So do inferences palpably incorrect, as when a sentence of a certain William Bell is adduced as evidence of his Romanism, when it contains the pure Anglican proposition that the English church was founded by Joseph of Arimathea (and was therefore older as well as truer than the Roman).
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CEO of Professional Science Editing for Scientists @ prosciediting.com