Stacking of Classifiers

Stacking of Classifiers: 

Many times one particular feature extraction and classification technique may not provide good results. So one simple way is to stack the available combinations and then deploy a linear classifier (for example, Logistic regression) to generate the final classifier. The structure of Stacking is shown in the figure below. Here, the results obtained from various combinations of Feature Extraction methods and training models are stacked.