Sentence examples for generalization risk from inspiring English sources
More importantly, we have demonstrated that the proposed multi-view approach generally has a tighter generalization risk bound than its single-view one in terms of the Rademacher complexity analysis.
Secondly, in each mapped feature space, MEKLPC still measures the empirical risk and generalization risk.
Moreover, its generalization risk bound is tighter than that of LapRLS in terms of the Rademacher complexity.
The characters of the RMultiV-MHKS are: (1) distributing more weight to the favorable views which can reflect the property of the problem; (2) owning a tighter generalization risk bound than its corresponding single-view learning machine in terms of the Rademacher complexity; (3) having a statistically superior classification performance to the original MultiV-MHKS.
Such generalizations risk obscuring the complexity and situational history, practice and scale of the processes involved.
Again, it cautioned us about generalization of risk factors obtained from a single city to a country, which often occurred in the literature.
The published literature is insufficient for generalization of risks or benefits of a hemoglobin level greater than 11 to 12 g/dL (>110 to 120 g/L).
Such a generalization has the risk of stigmatization of migraine patients by both the clinicians and the society.
However, the etiology of MDD is extremely complicated, and the generalization of suicide risk factors is difficult because of differences between studies in the populations studied and the methods employed.
The data in our review of coxib and nsNSAID trials ranging in duration from 1 to 3 years support the generalization that PUB and POB risks are constant in long clinical trials [ 22, 30, 31, 96, 97].
At the risk of generalization, psychologists such as Richard Nisbett, at the University of Michigan, have measured ways in which Westerners tend to see the world in terms of discrete objects, while people from mainland China and Taiwan tend to focus on relationships.
