Diferencia entre revisiones de «MaterialesMgranaActiveLearning»

De Grupo de Inteligencia Computacional (GIC)
Sin resumen de edición
Sin resumen de edición
Línea 11: Línea 11:
* aproximacion de ''value function'' en ''reinforcement learning'' [http://www.sciencedirect.com/science/article/pii/S0893608010000031]
* aproximacion de ''value function'' en ''reinforcement learning'' [http://www.sciencedirect.com/science/article/pii/S0893608010000031]
* theoretical computer science [http://www.sciencedirect.com/science/article/pii/S0304397510007620], con regularizacion adaptativa [http://www.sciencedirect.com/science/article/pii/S0031320311000938], ensemble with model selection [http://www.sciencedirect.com/science/article/pii/S0893608008001329], optimal sampling [http://www.sciencedirect.com/science/article/pii/S0925231207000355], agnostic active learning [http://www.sciencedirect.com/science/article/pii/S0022000008000652], AUC maximization [http://www.sciencedirect.com/science/article/pii/S0925231210000093]
* theoretical computer science [http://www.sciencedirect.com/science/article/pii/S0304397510007620], con regularizacion adaptativa [http://www.sciencedirect.com/science/article/pii/S0031320311000938], ensemble with model selection [http://www.sciencedirect.com/science/article/pii/S0893608008001329], optimal sampling [http://www.sciencedirect.com/science/article/pii/S0925231207000355], agnostic active learning [http://www.sciencedirect.com/science/article/pii/S0022000008000652], AUC maximization [http://www.sciencedirect.com/science/article/pii/S0925231210000093]
* reliability in structural safety [http://www.sciencedirect.com/science/article/pii/S0167473011000038]

Revisión del 01:41 5 jul 2011

Active learning [1] es una linea de trabajo de interés actual con aplicaciones a proceso de imagen de percepcion remota o imagen medica. Implica el control sobre los datos usados en el entrenamiento, en el límite implica la interacción con el usuario y es una forma de 'reinforcement learning y de relevance feedback

  • adaptación de clasificadores de imagenes remotas [2]
  • image retrieval [3], [4],[5], [6], [7]
  • video indexing [8]
  • webpage clasification y otras [9], biomedical literature on protein-protein interaction [10]
  • microarray data [11]
  • speech recognition [12]
  • network intrusion detection [13]
  • entrenamiento de redes neuronales, LVQ [14], probabilistic RBF [15], canonical component analysis CCA [16],
  • aproximacion de value function en reinforcement learning [17]
  • theoretical computer science [18], con regularizacion adaptativa [19], ensemble with model selection [20], optimal sampling [21], agnostic active learning [22], AUC maximization [23]
  • reliability in structural safety [24]