SUPERVISED ENSEMBLES OF PREDICTION METHODS FOR SUBCELLULAR LOCALIZATION

JOHANNES AßFALG, JING GONG, HANS-PETER KRIEGEL, ALEXEY PRYAKHIN, TIANDI WEI, ARTHUR ZIMEK
2007 Proceedings of the 6th Asia-Pacific Bioinformatics Conference  
In the past decade, many automated prediction methods for the subcellular localization of proteins have been proposed, utilizing a wide range of principles and learning approaches. Based on an experimental evaluation of different methods and on their theoretical properties, we propose to combine a well balanced set of existing approaches to new, ensemble-based prediction methods. The experimental evaluation shows our ensembles to improve substantially over the underlying base methods.
doi:10.1142/9781848161092_0006 fatcat:ylhcv5hsxnbkfkpe7sziyvlgiy