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But analysts treat any reduction in data as troubling.
The approach allows for a significant reduction in data in contrast to purely statistical approaches.
A ten-fold reduction in data collection times is realized by the refinement of rapid polychromatic Laue "single-shot" mapping.
Opera Mini, a free download for Android, Apple, Blackberry, Windows and Symbian S60 smartphones, claims up to a 90 percent reduction in data use.
Through the entire imaging processing, one can preserve the reduction in data storage that are gained by collecting multishot data rather than single-shot data.
Thus, depending on the type of analysis required, an ex-post econometric model may be preferred by policy makers to an ex-post unit commitment model given the significant reduction in data requirements and computational time involved.
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However, late model PDAs appear to have remedied these problems, and recent studies have reported reductions in data gathering times and errors as well as improved history-taking and procedural reporting compared to the established paper-based methods.
A detailed gap analysis for the articulation of limitations and future research challenges for data reduction in big data environments is presented.
We show how to obtain a PTSD classifier for social media using simple searches of available Twitter data, a significant reduction in training data cost compared to previous work on mental health.
In summary, data smoothing or reduction in TAC data had no significant influence on v b yielding the lowest χ2 or on the fitted value for v b.
In this research work, we introduce efficient reconfigurable hardware architecture for principal component analysis (PCA), a widely used dimensionality reduction technique in data mining.
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