Dear Yaseen,

The following links give you the required guidance

1-http://stats.stackexchange.com/questions/51296/how-do-you-calculate-precision-and-recall-for-multiclass-classification-using-co

2-http://scikit-learn.org/stable/modules/model_evaluation.html

3-http://machinelearningmastery.com/classification-accuracy-is-not-enough-more-performance-measures-you-can-use/

4-http://spokenlanguageprocessing.blogspot.in/2011/12/evaluating-multi-class-classification.html

5-https://www.quora.com/What-are-some-good-error-metrics-for-multi-class-classification

Thanks Waheeb Ahmed 

dear yaseen,

you can go to following links.

http://stats.stackexchange.com/questions/44261/how-to-determine-the-quality-of-a-multiclass-classifier

http://machinelearningmastery.com/classification-accuracy-is-not-enough-more-performance-measures-you-can-use/

http://scikit-learn.org/stable/modules/model_evaluation.html

http://atour.iro.umontreal.ca/rali/sites/default/files/publis/SokolovaLapalme-JIPM09.pdf