Publikationen in Zusammenarbeit mit Forschern von Universidad Carlos III de Madrid (12)

2011

  1. Class and subclass probability re-estimation to adapt a classifier in the presence of concept drift

    Neurocomputing, Vol. 74, Núm. 16, pp. 2614-2623

2009

  1. Cost-sensitive and modular land-cover classification based on posterior probability estimates

    International Journal of Remote Sensing, Vol. 30, Núm. 22, pp. 5877-5899

  2. Cost-sensitive learning based on bregman divergences

    Machine Learning

  3. Improving classification under changes in class and within-class distributions

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

2007

  1. Minimax regret classifier for imprecise class distributions

    Journal of Machine Learning Research, Vol. 8, pp. 103-130

  2. Q-probabilistic routing in wireless sensor networks

    Proceedings of the 2007 International Conference on Intelligent Sensors, Sensor Networks and Information Processing, ISSNIP

2005

  1. Loss functions to combine learning and decision in multiclass problems

    Neurocomputing, Vol. 69, Núm. 1-3, pp. 3-17

  2. Minimax classifiers based on neural networks

    Pattern Recognition, Vol. 38, Núm. 1, pp. 29-39

2004

  1. A fixed-point algorithm to minimax learning with neural networks

    IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews, Vol. 34, Núm. 4, pp. 383-392

  2. Local estimation of posterior class probabilities to minimize classification errors

    IEEE Transactions on Neural Networks, Vol. 15, Núm. 2, pp. 309-317

2002

  1. Minimax strategies for training classifiers under unknown priors

    Neural Networks for Signal Processing - Proceedings of the IEEE Workshop

  2. Neural minimax classifiers

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)