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We present an optimized predictive model (named symphony) that integrates predictions from in silico models.
We describe an artificial neural network (ANN) based meta-predictor program that integrates predictions from the current PPPs and the predicted promoters' relation to CpG islands.
An optimized binary classification system (symphony), which integrates predictions from five in silico methods, can predict the risk of ccRCC associated with VHL missense mutations with high sensitivity and specificity.
We used this database to train and test an optimized binary classification system (named symphony), which integrates predictions from a variety of in silico methods and can predict the risk of ccRCC associated with VHL missense mutations with high sensitivity and specificity.
SwissPalm also provides curated information and filters that increase the confidence in true positive hits, and integrates predictions of S-palmitoylated cysteine scores, orthologs and isoform multiple alignments.
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mirDIP integrates prediction databases to elucidate accurate microRNA:target relationships.
A weighted combining scheme was developed to integrate predictions from comparable models for ensemble analysis.
To address these concerns, ensemble learning techniques in the machine learning paradigm can be used to integrate predictions from multiple tools.
Another trend involves the application of meta-methods to integrate predictions from multiple datasets, combining their strengths so as to outperform any single underlying method.
3) Integrating predictions of pathogen and HAB concentrations and toxicity with assessments of human health risks, economic impacts and management strategies.
The Bayesian network approach of Troyanskaya et al. (2003) was a precursor to many of these supervised approaches, but differs from the others in that it uses knowledge from human experts to integrate predictions derived from diverse datasets.
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CEO of Professional Science Editing for Scientists @ prosciediting.com