Hello srivatsa_s,
If you would like to start the classification with the new parameters from scratch, you should reset previously acquired classification results. Via Python it can be done using the following command, which assigns "Created (Never classified)" class to all the points in the active dense cloud:
chunk.dense_cloud.assignClass(0)