Unsupervised learning assisted robust prediction of bioluminescent proteins

Bioluminescence plays an important role in nature, for example, it is used for intracellular chemical signalling in bacteria. It is also used as a useful reagent for various analytical research methods ranging from cellular imaging to gene expression analysis. However, identification and annotation...

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Bibliographic Details
Published in:Computers in biology and medicine 2016-01, Vol.68, p.27-36
Main Authors: Nath, Abhigyan, Subbiah, Karthikeyan
Format: Article
Language:English
Subjects:
Accuracy
Algorithms
Bias
Bioinformatics
Bioluminescence
Chemical reactions
Class imbalance
Datasets
Internal Medicine
K-Means
Luminescent Proteins - genetics
Machine Learning
Optimal class distribution
Other
Performance evaluation
Predictive Value of Tests
Proteins
Sequence Analysis, Protein - methods
SMOTE
Training set diversity
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