462 citations
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Showing 2012 · stat.MLShow all
3 papers · 2 filters
stat.ML2012
An Empirical Comparison of V-fold Penalisation and Cross Validation for Model Selection in Distribution-Free Regression
Charanpal Dhanjal, Nicolas Baskiotis, Stéphan Clémençon +1
Model selection is a crucial issue in machine-learning and a wide variety of penalisation methods (with possibly data dependent complexity penalties) have recently been introduced…
stat.ML2012★ 5 cited
A Discussion on Parallelization Schemes for Stochastic Vector Quantization Algorithms
Matthieu Durut, Benoît Patra, Fabrice Rossi
This paper studies parallelization schemes for stochastic Vector Quantization algorithms in order to obtain time speed-ups using distributed resources. We show that the most intuit…
stat.ML2012★ 3 cited
Modularity-Based Clustering for Network-Constrained Trajectories
Mohamed Khalil El Mahrsi, Fabrice Rossi
We present a novel clustering approach for moving object trajectories that are constrained by an underlying road network. The approach builds a similarity graph based on these traj…