adaherf's Introduction

AdaHERF

We are going to convert Adaptative Hybrid Extreme Rotation Forest (AdaHERF) code from Matlab to Python.

References

[1] Borja Ayerdi, Manuel Grana. "Hybrid Extreme Rotation Forest",
          Neural Networks, 2014.

[2] Borja Ayerdi, Manuel Grana. "Hyperspectral Image Analysis by 
          Spectral–Spatial Processing and Anticipative Hybrid Extreme
          Rotation Forest Classification",
          IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016.

[3] http://www.extreme-learning-machines.org 

[4] G.-B. Huang, Q.-Y. Zhu and C.-K. Siew, "Extreme Learning Machine:
          Theory and Applications", Neurocomputing, vol. 70, pp. 489-501,
          2006.
          
[5] Fernandez-Navarro, et al, "MELM-GRBF: a modified version of the  
          extreme learning machine for generalized radial basis function  
          neural networks", Neurocomputing 74 (2011), 2502-2510

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Memory Error

Traceback (most recent call last):
  File "C:/landslide_sklearn/algorithms/adaHERF.py", line 14, in <module>
    ada_herf.fit(X_train,y_train)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\AdaHERF.py", line 165, in fit
    ensembleComposition = self._clasProbDist(x_train, y_train)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\AdaHERF.py", line 109, in _clasProbDist
    cl.fit(x_train, y_train)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\elm.py", line 560, in fit
    self.elm_classifier_.fit(X, y)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\elm.py", line 315, in fit
    self.elm_regressor_.fit(X, y_bin)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\elm.py", line 181, in fit
    self.hidden_activations_ = self.hidden_layer.fit_transform(X)
  File "C:\Users\YD\PycharmProjects\test01\venv\lib\site-packages\sklearn\base.py", line 517, in fit_transform
    return self.fit(X, **fit_params).transform(X)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\random_hidden_layer.py", line 130, in transform
    return self._compute_hidden_activations(X)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\random_hidden_layer.py", line 71, in _compute_hidden_activations
    self._compute_input_activations(X)
  File "C:\landslide_sklearn\algorithms\AdaHERF_3rd_party\random_hidden_layer.py", line 233, in _compute_input_activations
    self.input_activations_ = safe_sparse_dot(X, w)
  File "C:\Users\YD\PycharmProjects\test01\venv\lib\site-packages\sklearn\utils\extmath.py", line 140, in safe_sparse_dot
    return np.dot(a, b)
MemoryError

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