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SAC
2009
ACM
14 years 1 months ago
LEGAL-tree: a lexicographic multi-objective genetic algorithm for decision tree induction
Decision trees are widely disseminated as an effective solution for classification tasks. Decision tree induction algorithms have some limitations though, due to the typical strat...
Márcio P. Basgalupp, Rodrigo C. Barros, And...
IWINAC
2007
Springer
14 years 26 days ago
Requirements for Machine Lifelong Learning
A significant advance in inductive modelling are systems that retain learned knowledge and selectively transfer portions of that knowledge as a source of inductive bias. We defi...
Daniel L. Silver, Ryan Poirier
ISMIR
2004
Springer
132views Music» more  ISMIR 2004»
14 years 2 days ago
Classification of musical genre: a machine learning approach
In this paper, we investigate the impact of machine learning algorithms in the development of automatic music classification models aiming to capture genres distinctions. The stu...
Roberto Basili, Alfredo Serafini, Armando Stellato
DATE
2007
IEEE
165views Hardware» more  DATE 2007»
14 years 1 months ago
Boosting the role of inductive invariants in model checking
This paper focuses on inductive invariants in unbounded model checking to improve efficiency and scalability. First of all, it introduces optimized techniques to speedup the comp...
Gianpiero Cabodi, Sergio Nocco, Stefano Quer
FMCAD
2007
Springer
14 years 26 days ago
Automated Extraction of Inductive Invariants to Aid Model Checking
Abstract— Model checking can be aided by inductive invariants, small local properties that can be proved by simple induction. We present a way to automatically extract inductive ...
Michael L. Case, Alan Mishchenko, Robert K. Brayto...