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Other commonly observed benefits derivable from collaboration are joint learning, consensus and accommodation of mutual requirements, field orientation and, importantly, improvements in networking skills together with improvements in scientific and technological skills.
Our approach takes advantage of a variety of facial detection algorithms (OpenCV [ Bradski, 2000], Viola Jones [ Viola and Jones, 2001] and Everingham [ Everingham et al., 2009]) and custom learning (consensus of exemplars [ Belhumeur et al., 2011]) to accurately place feature points on a given face ('Materials and methods').
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These resources included statistical papers, methodological reviews, narrative reviews, expert opinions, learning guides, consensus-based guidelines and textbooks.
In each window, every method essentially tries to learn a consensus structure in its own way.
While significant progress has been made in the last decade toward achieving the ultimate goal of making sense of big data by machine learning techniques, the consensus is that we are still not quite there.
Using multiple independent INDEL calling pipelines with machine learning based consensus model algorithm to produce a consensus call set we were able to maximize the consensus call set's sensitivity and specificity.
Based on the framework, by learning periodic uncertainties, consensus-based learning control protocols are designed for nonlinear multi-agent systems with time-varying parametric uncertainty.
Although empirical and anecdotal evidence suggest internet use during class interferes with learning, student consensus is that it is merely a modern incarnation of classroom distractions of old: playing solitaire (with real cards), reading the newspaper, or passing notes.
Building Consensus and Learning.
Hence, we decided in advance that our consensus machine learning predictor would be based on the median solubility predicted for each molecule amongst the ten algorithms.
The comparison with the consensus machine learning classifier is hardly altered, with a p value from the paired difference t test of 0.600.
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