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On the other hand, gene o758 is an example of imperfect prediction because there is evidence for expression outside of the predicted coordinates.
A similar problem exists in psychotherapy research, where scores at the beginning of treatment provided imperfect prediction of post treatment outcomes and provided little information about individual responses to treatment [ 23].
In this case, it will be important to regress the sparse-markers-based G matrix back to the A matrix [ 19] (see [ 8] for incorporation into the one-step method) in order to account for the imperfect prediction accuracy of sparse markers.
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However, the predictions generated by the model could be faulty if the input term of the model is wrongly added, and then the error of estimations could be dominated by the imperfect predictions.
Therefore, additional approaches are currently being developed to exploit these imperfect predictions.
They are mostly interested in item (6) from our list of genomic information types, and use DNA markers to make imperfect predictions that are used in selection decisions.
As imperfect as prediction markets are in forecasting elections, they have at least as good a recent record as polls.
We conduct a computational study to explore how imperfect link prediction affects the performance of "optimized"?
Under the uniform threshold model, even varying the value of (tau) critically impacts the advantage of imperfect link prediction.
Given the myriad obstacles to obtaining perfectly accurate network topology, how does imperfect link prediction impact efforts to optimize network seeding?
Any meaningful measurement of the value of imperfect link prediction must be conducted at a budget, (b), where a very good seed set exists, but where the chance of randomly guessing a good seed set is low.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com