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In domain knowledge adaptation cost of the misclassification is considered during online learning of the classifier.In cost sensitive classification misclassification cost means the class which has been wrongly classified.The Knowledge from source domain is adapted to target domain by considering cost of the misclassifications so that it reduces cost of the classification and improve the accuracy.