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SMILES v.2.3 -- A Multi-purpose Learning System

By C. Ferri-Ramírez, J. Hernández-Orallo and M.J. Ramírez-Quintana


In this paper we describe SMILES, a Stunning Multi-purpose Integrated LEarning System. A machine learning system is useful for extracting models from data and hence it can be used for many applications such as data analysis, decision support or data mining. SMILES is a machine learning system that integrates many different features from other machine learning techniques and paradigms and, more importantly, it presents several innovations in almost all of these features. This report contains four major parts: a description about the system architecture, a user’s manual, a more advanced section on how to take the most of the system and, finally, some brief programmer’s guidelines. A complete table of all th

Topics: Decision tree learning, machine learning, data mining, hypothesis combination, ensemble learning, cost-sensitive learning, ROC analysis
Year: 2012
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