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In this work, an appropriate solution for automatically adapting the gradient threshold at each iteration has been proposed.
The standard deviation is automatically adapting to the image dimensions of each dataset so that a 2σ standard deviation includes 95.5%% of the samples, while a 3σ covers 99.7%%.
We have practically implemented the proposed mechanism in ourMagus tool suite and performed extensive experiments, which show that our work is both practical and efficient for automatically adapting service compositions once violations of functional or non-functional requirements are observed.
The proposed crawler is able to seamlessly navigate through the Surface Web and several darknets present in the Dark Web (i.e., Tor, I2P, and Freenet) during a single crawl by automatically adapting its crawling behavior and its classifier-guided hyperlink selection strategy based on the destination network type and the strength of the local evidence present in the vicinity of a hyperlink.
To overcome the computational burden of processing 3D medical scans, we have devised an efficient and effective dense training scheme which joins the processing of adjacent image patches into one pass through the network while automatically adapting to the inherent class imbalance present in the data.
Earlier this year, a company called Silk Labs, co-founded by former Mozilla CTO Andreas Gal, unveiled its plans to address the smart home market with a hub called "Sense," which interoperates with a home's connected devices, while also automatically adapting to its owners' patterns and behavior over time.
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Developing strategies, or policies, that automatically adapt to changing conditions is called adaptive decision-making, respectively adaptive policy-making.
The proposed control scheme contains an optimal controller designed for nominal systems, and an adaptive mechanism used to automatically adapt the unknown upper bound of perturbation.
There's also the option of FlexRide, a fully adaptive chassis control system, that automatically adapts to suit driving style and prevailing road conditions, although it can be manually over-ridden.
ADABOOST (adaptive boosting algorithm) is one of the most used boosting algorithms which automatically adapts to the data given to it.
One possible application of such technology would be video games, which could automatically adapt to a player's level based on the stress in his voice.
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