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73
Voted
ML
2015
ACM
9 years 12 months ago
Probabilistic (logic) programming concepts
Abstract A multitude of different probabilistic programming languages exists today, all extending a traditional programming language with primitives to support modeling of complex...
Luc De Raedt, Angelika Kimmig
91
Voted
ML
2015
ACM
9 years 12 months ago
A Bayesian approach for comparing cross-validated algorithms on multiple data sets
We present a Bayesian approach for making statistical inference about the accuracy (or any other score) of two competing algorithms which have been assessed via cross-validation on...
Giorgio Corani, Alessio Benavoli
87
Voted
ML
2015
ACM
9 years 12 months ago
Additive regularization of topic models
Abstract. Probabilistic topic modeling of text collections is a powerful tool for statistical text analysis. Determining the optimal number of topics remains a challenging problem ...
Konstantin Vorontsov, Anna Potapenko
93
Voted
ML
2015
ACM
9 years 12 months ago
Meta-interpretive learning of higher-order dyadic datalog: predicate invention revisited
In recent years Predicate Invention has been underexplored within Inductive Logic Programming due to difficulties in formulating efficient search mechanisms. However, a recent p...
Stephen H. Muggleton, Dianhuan Lin, Alireza Tamadd...
86
Voted
ML
2015
ACM
9 years 12 months ago
Using causal discovery for feature selection in multivariate numerical time series
Youqiang Sun, Jiuyong Li, Jixue Liu, Christopher C...