Inductive learning methods exploit a learning algorithm to explore the hypothesis space,, for identifying the hypothesis h w,x) ∈ that best approximates the true function, f, given a set of adjusted parameters w.
Those paradigms can be categorized according to (1) the class of functions they adopt as the hypothesis space,, and (2) the strategy they use to identify the hypothesis h that best mimics the target function, f.
In this regard, it is also not surprising that Augustine should have come to identify the hypothesis of the soul's voluntary descent into the body as involving both sin and cyclicism.
Because each model is associated with a biological hypothesis, model selection identifies the hypothesis that is best supported by the data.
If spines corresponding to the synapse in question can be identified, the hypothesis predicts time-averaged [Ca2+] in those spines would be seen to increase after LTP.
For identifying the correct hypotheses, participants receive pieces of information from binary tests.
The process of identifying the null hypotheses to be tested is now particularly simple.
We tried to minimize recall bias (the tendency among cases to report exposures more accurately than controls or to over-report, thus inflating risk estimates) by not identifying the study hypotheses to participants.
Our conclusion is that the LARS procedure, implementing the lasso, can select hypotheses from a prespecified set, identifying the optimal hypothesis that offers the greatest consistency with the data.
Additionally, the incentive structure used in our experiments ensures that the interests of all participants are aligned with identifying the true hypothesis.
