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Furthermore, the facial landmarks are tracked by utilizing prior knowledge on the facial feature configurations.
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The large data set provided by AGO1-CLASH allowed the miRNA interactome to be characterized ab initio without utilizing prior knowledge of targets or binding modes.
This paper proposes an optimization-based paradigm for utilizing prior knowledge to design better performing classifiers when sample sizes are limited.
In this research, an efficient, novel procedure for a coating process parameter setting was developed, which establishes a prediction model for setting suitable input process parameters by utilizing prior manufacturing knowledge for partial least squares regression (PLSR).
The geometric feature-based methods utilize prior knowledge about the face position, and constrain the landmark search by heuristic rules that involve angles, distances, and areas.
These constraints utilize prior knowledge to improve outcomes, particularly when models are applied to similar, yet unique, problems.
Only kDDN is able to utilize prior knowledge.
However, we utilized prior knowledge about copy number populations, which guided us in data stratification.
To understand and develop new knowledge, one must utilize prior knowledge (Herman et al., 1992; Tobias and Everson, 1996).
The proposed method can efficiently utilize prior knowledge in the network inference while remaining robust to false positive edges in the knowledge.
This leads to limitations in any inference to be derived but likewise also demonstrates the importance of using efficient analysis strategies that utilize prior knowledge when available.
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