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What is the best way to demonstrate a novel Cost Sensitive Learning ?

Datasets for the experiments can be obtained from
  1. USPS datasets
  2. MNIST datasets

Reference
  1. http://www.cenparmi.concordia.ca/~jdong/HeroSvm.html
  2. http://www-i6.informatik.rwth-aachen.de/~keysers/Pubs/SPR2002/comb.html
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