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Self-organizing traffic light controllers are proposed and studied with multi-agent simulations, outperforming traditional methods.
The other feature groups, although outperforming the baseline (with only one exception), prove to be much less informative to the machine learning system.
Nonstructural models (univariate and vector autoregression) have not had much more success in terms of outperforming the random walk's forecasting accuracy.
The authors also found an unantici-pated but significant gender effect with girls outperforming boys.
Finally, the ideological model yields the best classification success of the three models, outperforming the party model generally as well as in each period.
For decentralized systems a similar gap would develop, but with non-accommodating regimes now outperforming accommodating ones.
The effect of compatibility on performance was dramatic, indeed, with the compatible group by far outperforming the incompatible group.
However, between materials, there is no such trend with the best three-point system outperforming the worst four-point system.
Light therapy shows benefit even for patients with chronic depression of 2 years or more, outperforming their weak response to drugs.
Girls are outperforming boys at school and more women than men participate in adult education and training.
As they found fewer and fewer of them, they tended to go global in their search for economies which, allegedly, are outperforming us.
But we are now outperforming them; we have faster growth than they have and our unemployment is falling from a level that was already below theirs.
It has experimentally been shown to work very well in numerous setups, often outperforming the competitors, for example in network intrusion detection.
In experimental results it was shown to be highly efficient, often outperforming traditional algorithms such as quicksort, particularly on distributions exhibiting structure.
While this machinery would prove capable of outperforming the opposition, the downside was economy of operation.
