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Boosted Categorical Restricted Boltzmann Machine
for Computational Prediction of Splice Junctions
Taehoon Lee SungrohYoon
Advanced Computing Laboratory
Electrical and Computer Engineering
Seoul National University
Motivation
Categorical Gradient
(Splice) Junction Prediction: Extremely Class-Imbalanced Problem
Results: Effects of Categorical Gradient
Boosted Contrastive Divergence
Results: Effects of Boosting
Results: Improved Junction Prediction Performance Results: Identification of Non-Canonical Splice Sites Conclusion

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ICML2015 Poster

  • 1. Boosted Categorical Restricted Boltzmann Machine for Computational Prediction of Splice Junctions Taehoon Lee SungrohYoon Advanced Computing Laboratory Electrical and Computer Engineering Seoul National University Motivation Categorical Gradient (Splice) Junction Prediction: Extremely Class-Imbalanced Problem Results: Effects of Categorical Gradient Boosted Contrastive Divergence Results: Effects of Boosting Results: Improved Junction Prediction Performance Results: Identification of Non-Canonical Splice Sites Conclusion