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We use Support Vector Machines (SVMs) with Chernoff inequality to come up with an efficient adaptive sampling technique, for scaling down the data.
Similar to distributed learning, another popular learning technique for scaling up traditional learning algorithms is parallel machine learning [48].
She calls her technique for scaling a pole "the koala," and it's easy to see why.
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The new approach is trialled and compared against numerically obtained results to reveal a new powerful technique for scaled experimentation.
In this dissertation, we discuss scalable graphics architectures and present novel techniques for scaling two important aspects of graphics architectures that have not been addressed by the literature: interface and texture.
Secondly, we briefly assess the development of statistical analytical techniques to analyze spatial data and formal mathematical techniques for scaling functional relationships.
Advances in the design of physiologically relevant structures and networks, fabrication processes for biomaterials suitable for in vivo use, and techniques for scaling towards large, three-dimensional constructs, are converging towards therapeutic applications of microfluidic technologies in engineering complex tissues and organs.
As genomic data analysis in evolutionary biology is becoming so computing intensive, several techniques for scaling computations through parallelization of calculations and advanced programming techniques were discussed.
These include studying ways to: simplify interventions; train future "scale-up leaders"; build and incentivize an implementation workforce; reach and engage recipient communities, especially the poorest; apply the most effective diffusion techniques for scaling up the right tools at the right time in the right place within a health system; and raise the low profile of implementation science.
Unfortunately, existing algorithms for mathematical optimization, which is the core component in these techniques, often prove ineffective for scaling to the extent of all available data.
In this review, we analyze the material requirement from different TE perspectives, while discussing pros and cons of advanced fabrication techniques for scale-up manufacturing.
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