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The age data were missing for many observations and were not included in model comparisons in order to use larger data and to avoid overparameterization.
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The study can also use larger data set applying various other parametric and non-parametric models to check validity of the model, robustness and stability of the parameters.
Unlike other research efforts where data is held until papers are published, or longer, the Healthy Brain Network will share its results with researchers around the world using what's called "open science". Studies like this that use large data sets and open science are helping drive a fundamental shift in how research is conducted in developmental neuroscience.
Of course, additional simulation-based studies of this LRT's properties will be beneficial, and future work should address the performance of this test using larger data sets and assuming more complex evolutionary scenarios designed to challenge the assumptions of the alternative and null models.
As they have applied them using larger data sets and more computation, the results have gotten better.
This was intended as a pilot analysis, which, if successful, could be extended into a more detailed examination of possible outcomes derived from dichotomous rather than continuous scores, using larger data sets and meta-analytic methods.
Known for his scholarship on political participation and public opinion, Nie was one of the graduate student creators of the Statistical Package for the Social Sciences (SPSS), the data analysis software that fundamentally changed how social scientists use large data sets, becoming president and CEO of the resulting company, SPSS, which was sold to IBM in 2009.
This has enabled interested investigators to directly access and use large data sets for novel discovery and/or validation purposes, lowering many common barriers in translational research.
They have esoteric names (similar to the past) like convolutional nets, random forests and restricted Boltzmann machines, but the goal is still the same – to use large data sets, massive compute power and increasingly sophisticated algorithms to make sense of massive amounts of structured and unstructured data to make decisions and predictions that formerly required humans. .
We present high-resolution Pn velocity and anisotropy models for the uppermost mantle beneath the Tibetan Plateau and the adjacent regions using large data sets and provide constraints on plate structure and the processes of continental deformation.
There are several potential approaches for improving accuracy, including machine learning methods, using large data sets and exhaustive variable sets, and focusing on a child population with a high prevalence of future asthma development.
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