Biblio

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2013
Vidaurre, D., C. Bielza, and P. Larrañaga, "Sparse regularized local regression", Computational Statistics and Data Analysis, vol. 62, pp. 122-135, 2013.
Vidaurre, D., C. Bielza, and P. Larrañaga, "An L1-regularized naive Bayes-inspired classifier for discarding redundant and irrelevant predictors", International Journal on Artificial Intelligence Tools, vol. 22, no. 4, pp. 1350019, 2013.
Vidaurre, D., C. Bielza, and P. Larrañaga, "Classification of neural signals from sparse autoregressive features", Neurocomputing, vol. 111, pp. 21-26, 2013.
Vidaurre, D., C. Bielza, and P. Larrañaga, "A survey on L1-regression", International Statistical Review, vol. 81, no. 3, pp. 361-387, 2013.
Vidaurre, D., M. van Gerven, C. Bielza, P. Larrañaga, and T. Heskes, "Bayesian sparse partial least squares", Neural Computation, vol. 25, no. 12, pp. 3318–3339, 2013.
2012
Vidaurre, D., E. E. Rodríguez, C. Bielza, P. Larrañaga, and P. Rudomin, "A new feature extraction method for signal classification applied to cat spinal cord signals", Journal of Neural Engineering, vol. in press, 2012.
Vidaurre, D., C. Bielza, and P. Larrañaga, "Lazy lasso for local regression", Computational Statistics, vol. 27, no. 3, pp. 531-550, 2012.
Vidaurre, D., Regularization for sparsity in statistical analysis and machine learning, , (supervised by Pedro Larrañaga and Concha Bielza), Departamento de Inteligencia Artificial, Universidad Politécnica de Madrid, 2012.
2011
Vidaurre, D., C. Bielza, and P. Larrañaga, "Forward Stagewise Naive Bayes", Progress in Artificial Intelligence, vol. In press, 2011.
Vidaurre, D., C. Bielza, and P. Larrañaga, "On nonlinearity in neural encoding models applied to the primary visual cortex", Network: Computation in Neural Systems, vol. 22, no. 1-4, pp. 97-125, 2011.
2010
Vidaurre, D., C. Bielza, and P. Larrañaga, "Learning an L1-regularized Gaussian Bayesian Network in the Equivalence Class Space", IEEE Transactions on Systems, Man and Cybernetics, Part B, vol. 40, no. 5, pp. 1231-1242, 2010.
2009
Vidaurre, D., C. Bielza, and P. Larrañaga, Learning a L1-regularized Gaussian Bayesian network in the equivalence class space, : Facultad de Informática (UPM). UPM.FI/DIA/2009-2, 2009.
Vidaurre, D., C. Bielza, and P. Larrañaga, "Variable Selection in Local Regression Models via an Iterative LASSO", The Eighth Workshop on Uncertainty Processing (WUPES'09), pp. 237-250, 2009.